<?xml version="1.0" encoding="UTF-8" ?><!-- generator=Zoho Sites --><rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content/"><channel><atom:link href="https://www.robrosystems.com/blogs/tag/machine-vision-updates/feed" rel="self" type="application/rss+xml"/><title>Robro Systems - Blog #Machine Vision Updates</title><description>Robro Systems - Blog #Machine Vision Updates</description><link>https://www.robrosystems.com/blogs/tag/machine-vision-updates</link><lastBuildDate>Mon, 11 May 2026 21:40:40 +0530</lastBuildDate><generator>http://zoho.com/sites/</generator><item><title><![CDATA[Why Manual Inspection Is the Bottleneck in Technical Textile Smart Factories — and How AI Inspection Is Transforming Quality Control]]></title><link>https://www.robrosystems.com/blogs/post/why-manual-inspection-is-the-bottleneck-in-technical-textile-smart-factories-—-and-how-ai-inspection</link><description><![CDATA[The technical textile industry is a critical pillar of modern manufacturing, producing high-performance fabrics for automotive, aerospace, medical, de ]]></description><content:encoded><![CDATA[<div class="zpcontent-container blogpost-container "><div data-element-id="elm_4nlz2IGgTJKCCsjFDi52Ew" data-element-type="section" class="zpsection "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_M22CdP4SQquBYyI8Yl5Wsw" data-element-type="row" class="zprow zprow-container zpalign-items- zpjustify-content- " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_JxFXI2YgRFSYheHhf_ZvcA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- "><style type="text/css"></style><div data-element-id="elm_1vBaifBIWDOWIW7ltmrOig" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_1vBaifBIWDOWIW7ltmrOig"] .zpimage-container figure img { width: 1110px ; height: 624.07px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-fit zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
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                theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="/LINKEDIN%20GRAPHICS.jpg" size="fit" data-lightbox="true"/></picture></span></figure></div>
</div><div data-element-id="elm_83xx-p9XT5KaGh8Ysz0VVg" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_83xx-p9XT5KaGh8Ysz0VVg"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><div><p style="text-align:left;"><span style="font-size:20px;">The <strong>technical textile industry</strong> is a critical pillar of modern manufacturing, producing high-performance fabrics for <strong>automotive, aerospace, medical, defense, filtration, construction, and industrial applications</strong>. Unlike conventional textiles, technical textiles are engineered for <strong>specific functionality, durability, and precision</strong>, making <strong>quality control non-negotiable</strong>.</span></p><span style="font-size:20px;"></span><p style="text-align:left;"><span style="font-size:20px;">As textile manufacturing rapidly evolves toward <strong>smart factories</strong>, automation, high-speed machinery, and data-driven decision-making are becoming standard. However, despite advances across spinning, weaving, coating, and finishing processes, <strong>quality inspection remains largely manual</strong>—creating a serious bottleneck in an otherwise automated ecosystem.</span></p><span style="font-size:20px;"></span><p style="text-align:left;"><span style="font-size:20px;">In high-risk applications, even a <strong>minor undetected defect</strong> can compromise safety, reduce performance, and lead to significant financial and reputational losses.</span></p></div></div></div>
</div><div data-element-id="elm_BOwTiIqndyeZlpOMM4QXhQ" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_BOwTiIqndyeZlpOMM4QXhQ"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><h2 style="text-align:left;"><strong>The Hidden Bottleneck: Manual Inspection in Smart Textile Factories</strong></h2></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_fS6xaa2aJgy4e5TkpA1wsA" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_fS6xaa2aJgy4e5TkpA1wsA"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><span><div style="text-align:left;"><div><span style="font-size:20px;">Historically, textile manufacturers relied on <strong>manual visual inspection</strong> to identify defects. While this approach was once sufficient, it is no longer compatible with the speed, precision, and scalability required in modern technical textile production.</span></div></div></span><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_POQ30C_-aVBg96OM9KUu9A" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_POQ30C_-aVBg96OM9KUu9A"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><h2 style="text-align:left;"><strong><span style="font-size:30px;">1)&nbsp;</span></strong><strong><span style="font-size:30px;">Manual inspection methods are slow, unreliable, and vulnerable to human error</span></strong></h2><h2></h2></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_U8lb8IsER9U2wtupNVm5gA" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_U8lb8IsER9U2wtupNVm5gA"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><h2></h2><h2></h2><h2 style="text-align:left;"><span style="font-size:20px;">Manual inspection depends entirely on human vision and judgment.</span></h2><h2 style="text-align:left;"><div><span style="font-size:20px;"><span></span><p></p><div><span>❌ Human eyes struggle to detect micro-defects, fiber inconsistencies, mis weaves, and coating defects</span></div><div><span>❌ Accuracy drops due to fatigue, lighting conditions, and shift duration</span></div><div><span>❌ Inspection speed cannot consistently match modern production demands</span></div><p></p><span></span><p></p><div><strong><span>Industry Insight:&nbsp;</span></strong>Studies indicate that <strong>manual textile inspection achieves only 60–70% accuracy</strong>, with <strong>20–30% of defects missed</strong>—defects that AI-based vision systems can reliably detect.</div><p></p><span></span><p></p><div><strong><span>Impact:&nbsp;</span></strong>Manufacturers must either slow down machines to maintain inspection quality or accept higher defect leakage</div></span><p></p></div><p></p></h2></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_Qqpfc9422e65tyR-0bjTOw" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_Qqpfc9422e65tyR-0bjTOw"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><h2 style="text-align:left;"><strong><span style="font-weight:400;font-size:30px;"><strong>2) Manual Inspection Cannot Fully Support Production Flow</strong></span></strong></h2></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_qHlaQ46QivAf56J3e2eayg" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_qHlaQ46QivAf56J3e2eayg"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><p style="text-align:left;"><span style="font-size:20px;">Smart factories aim for optimized throughput, but manual inspection <strong>cannot keep up consistently</strong>.</span></p><span style="font-size:20px;"></span><p></p><div style="text-align:left;"><span style="font-size:20px;">❌ Inspectors can effectively inspect only <strong>10–15 meters per minute</strong></span></div><div style="text-align:left;"><span style="font-size:20px;">❌ Looms and coating lines operate at moderate speeds, but even these exceed sustained human inspection capability</span></div><div style="text-align:left;"><span style="font-size:20px;">❌ Slowing machines to match human inspection reduces efficiency</span></div><p></p><span style="font-size:20px;"></span><p></p><div style="text-align:left;"><strong><span style="font-size:20px;">Result:&nbsp;</span></strong><span style="font-size:20px;">Manual inspection becomes the </span><strong style="font-size:20px;">rate-limiting step</strong><span style="font-size:20px;">, restricting productivity and throughput.</span></div><p></p></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_obcVlKEnscB4KVYZuKNHYA" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_obcVlKEnscB4KVYZuKNHYA"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><h2 style="text-align:left;"><span style="font-size:30px;"><strong>3) Sample-Based Inspection Leaves Critical Defects Undetected</strong></span></h2></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_iVH-eyw6JkWof5_mufpPXg" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_iVH-eyw6JkWof5_mufpPXg"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><p style="text-align:left;"><span style="font-size:20px;">To cope with speed limitations, many manufacturers rely on <strong>sampling-based inspection</strong>.</span></p><span style="font-size:20px;"></span><p></p><div style="text-align:left;"><span style="font-size:20px;">❌ Large fabric areas go unchecked</span></div><div style="text-align:left;"><span style="font-size:20px;">❌ Hidden defects reach downstream processes or customers</span></div><div style="text-align:left;"><span style="font-size:20px;">❌ Unacceptable risk for medical, automotive, aerospace, and protective textiles</span></div><div style="text-align:left;"><strong style="text-align:center;"><span style="font-size:20px;">Example:&nbsp;</span></strong><span style="font-size:20px;">Studies on medical textiles show that </span><strong style="font-size:20px;">3–5% of defective products</strong><span style="font-size:20px;"> pass undetected during traditional sampling inspections—posing serious safety risks.</span></div><p></p></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_toSs1DZ6L-iL1yYxgZSajQ" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_toSs1DZ6L-iL1yYxgZSajQ"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><h2 style="text-align:left;"><span style="font-size:30px;"><strong>4) Delayed Defect Detection Increases Waste and Cost</strong></span></h2></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_ykxatrxxEBaafVG9bGa3eQ" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_ykxatrxxEBaafVG9bGa3eQ"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><p style="text-align:left;"><span style="font-size:20px;">In conventional setups, defects are often detected <strong>after production is complete</strong>.</span></p><span style="font-size:20px;"></span><p></p><div style="text-align:left;"><span style="font-size:20px;">❌ Entire fabric rolls require rework or rejection</span></div><span style="font-size:20px;"><div style="text-align:left;">❌ High material wastage and increased operational cost</div><div style="text-align:left;">❌ Longer lead times and customer dissatisfaction</div></span><p></p><span style="font-size:20px;"></span><p></p><div style="text-align:left;"><strong><span style="font-size:20px;">Industry Data:&nbsp;</span></strong><span style="font-size:20px;">Traditional textile manufacturers lose </span><strong style="font-size:20px;">10–15% of production value</strong><span style="font-size:20px;"> annually due to late-stage defect detection.</span></div><p></p></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_AH2Fvq73hEqnUF96thk-vQ" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_AH2Fvq73hEqnUF96thk-vQ"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><h2 style="text-align:left;"><span style="font-size:30px;"><strong>5) Manual Inspection Breaks the Smart Factory Data Loop</strong></span></h2></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_mZnmgoO_MDWbn3XovL3G0Q" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_mZnmgoO_MDWbn3XovL3G0Q"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><ul><li><div><p style="text-align:left;"><span style="font-size:20px;">A true smart factory relies on <strong>real-time data and continuous feedback</strong>. Manual inspection, however, remains largely non-digital.</span></p><span style="font-size:20px;"></span><p></p><div style="text-align:left;"><span style="font-size:20px;">❌ Defects are logged inconsistently or manually</span></div><div style="text-align:left;"><span style="font-size:20px;">❌ No real-time defect analytics</span></div><div style="text-align:left;"><span style="font-size:20px;">❌ No correlation between defects and machine parameters</span></div><p></p><span style="font-size:20px;"></span><p style="text-align:left;"><span style="font-size:20px;">Without structured data, manufacturers cannot perform:</span></p><span style="font-size:20px;"></span><ul><span style="font-size:20px;"></span><li><span style="font-size:20px;"></span><p style="text-align:left;"><span style="font-size:20px;">Root cause analysis</span></p><span style="font-size:20px;"></span></li><span style="font-size:20px;"></span><li><span style="font-size:20px;"></span><p style="text-align:left;"><span style="font-size:20px;">Predictive quality control</span></p><span style="font-size:20px;"></span></li><span style="font-size:20px;"></span><li><span style="font-size:20px;"></span><p style="text-align:left;"><span style="font-size:20px;">Process optimization</span><br/></p></li></ul></div>
</li></ul></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_a2JEXA2CwH-YjCKfxd_K5Q" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_a2JEXA2CwH-YjCKfxd_K5Q"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><h2 style="text-align:left;"><strong>How AI Inspection Systems Eliminate These Bottlenecks</strong></h2></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm__Nvcrx48rh9XgEkDjWlARQ" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm__Nvcrx48rh9XgEkDjWlARQ"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><span style="font-size:20px;"><div style="text-align:left;">To achieve true smart manufacturing, textile producers are adopting <strong>AI-powered machine vision inspection systems</strong>.</div></span><p style="text-align:left;"><span style="font-size:20px;"></span></p></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_4N6TueU3RRJYuFFe-CEyag" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_4N6TueU3RRJYuFFe-CEyag"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;color:rgb(7, 48, 112);"></span></p><span><div style="text-align:left;"><div><span style="font-size:30px;color:rgb(7, 48, 112);"><strong>1) AI-Powered Real-Time, 100% Fabric Inspection</strong></span></div></div></span><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_ITXjYOZCQcQQ1i1xotW6Kg" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_ITXjYOZCQcQQ1i1xotW6Kg"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><p style="text-align:left;"><span style="font-size:20px;">AI inspection systems use <strong>high-resolution cameras, deep learning, and advanced image processing</strong> to inspect every millimeter of fabric in real time.</span></p><span style="font-size:20px;"></span><p></p><div style="text-align:left;"><span style="font-size:20px;">✔ Continuous high-speed image capture</span></div><div style="text-align:left;"><span style="font-size:20px;">✔ Instant detection of defects such as yarn breaks, misweaves, coating defects, stains, and contamination</span></div><div style="text-align:left;"><span style="font-size:20px;">✔ Immediate alerts for corrective action</span></div><p></p><span style="font-size:20px;"></span><p style="text-align:left;"><strong><span style="font-size:20px;">Performance Advantage:&nbsp;</span></strong><span style="font-size:20px;">AI systems achieve </span><strong style="font-size:20px;">over 99% detection accuracy</strong><span style="font-size:20px;"> and inspect fabrics </span><strong style="font-size:20px;">20–30x faster than human inspectors</strong><span style="font-size:20px;">.</span></p><p></p></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_1ChOy_YS0fbMKG14i9F-Cg" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_1ChOy_YS0fbMKG14i9F-Cg"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><h2 style="text-align:left;"><span style="font-size:30px;"><strong>2) Consistent Quality Without Fatigue or Subjectivity</strong></span></h2></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_NtswzJy-sC8VlVhdxOpYig" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_NtswzJy-sC8VlVhdxOpYig"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><p style="text-align:left;"><span style="font-size:20px;">AI systems operate with <strong>zero fatigue and zero bias</strong>.</span></p><span style="font-size:20px;"></span><p></p><div style="text-align:left;"><span style="font-size:20px;">✔ Uniform inspection criteria across shifts and batches</span></div><span style="font-size:20px;"><div style="text-align:left;">✔ No variation in defect acceptance or rejection</div><div style="text-align:left;">✔ Reliable compliance with strict industry standards</div></span><p></p></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_JkJMnxuxVMX2vgdsU8D86g" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_JkJMnxuxVMX2vgdsU8D86g"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><h2></h2></div><p></p><div><h2 style="text-align:left;"><span style="font-size:30px;"><strong>3) Automated Defect Classification and Severity Analysis</strong></span></h2></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_fLlbH55kR8sl2WJV2C4ppA" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_fLlbH55kR8sl2WJV2C4ppA"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><p style="text-align:left;"><span style="font-size:20px;">Unlike manual inspection, AI systems <strong>classify defects by type and severity</strong>.</span></p><span style="font-size:20px;"></span><p></p><div style="text-align:left;"><span style="font-size:20px;">✔ Distinguish between critical and non-critical defects</span></div><span style="font-size:20px;"><div style="text-align:left;">✔ Reduce unnecessary fabric rejection</div><div style="text-align:left;">✔ Enable informed rework decisions</div></span><p></p><span style="font-size:20px;"></span><p></p><div style="text-align:left;"><strong><span style="font-size:20px;">Impact:&nbsp;</span></strong><span style="font-size:20px;">Manufacturers report </span><strong style="font-size:20px;">20–30% reduction in unnecessary scrapping</strong><span style="font-size:20px;"> after adopting AI-based defect classification.</span></div><p></p></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_d_NK-NwI-nrrdBA-4yRQjg" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_d_NK-NwI-nrrdBA-4yRQjg"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><h2 style="text-align:left;"><span style="font-size:30px;"><strong>4) Predictive Quality Analytics and Defect Prevention</strong></span></h2></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_uaMWLv37MgM_uhacHcGm7w" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_uaMWLv37MgM_uhacHcGm7w"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><p style="text-align:left;"><span style="font-size:20px;">AI systems analyze historical defect data to <strong>predict and prevent future defects</strong>.</span></p><span style="font-size:20px;"></span><p></p><div style="text-align:left;"><span style="font-size:20px;">✔ Identify recurring defect patterns</span></div><div style="text-align:left;"><span style="font-size:20px;">✔ Correlate defects with machine settings and environmental conditions</span></div><div style="text-align:left;"><span style="font-size:20px;">✔ Recommend process adjustments in real time</span></div><p></p><span style="font-size:20px;"></span><p></p><div style="text-align:left;"><strong><span style="font-size:20px;">Result:&nbsp;</span></strong><span style="font-size:20px;">Higher first-pass yield, reduced rework, and stable production quality.</span></div><p></p></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_KYi1Qpz8lorUrbNR8UqOKw" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_KYi1Qpz8lorUrbNR8UqOKw"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><h2></h2></div><div><h2 style="text-align:left;"><strong><span style="font-size:30px;">5) Exciting Machines and Processes in the Smart Factory</span></strong></h2></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_LkssyHeunvVBA5L6rN5P4g" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_LkssyHeunvVBA5L6rN5P4g"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><p style="text-align:left;"><span style="font-size:20px;">AI inspection systems integrate seamlessly with <strong>exciting machines and processes</strong>:</span></p><span style="font-size:20px;"></span><p></p><div style="text-align:left;"><span style="font-size:20px;">✔ Intelligent process controls</span></div><span style="font-size:20px;"><div style="text-align:left;">✔ MES and ERP systems</div><div style="text-align:left;">✔ Predictive maintenance tools</div></span><p></p><span style="font-size:20px;"></span><p style="text-align:left;"><span style="font-size:20px;">This transforms inspection from a standalone activity into a <strong>core intelligence layer</strong> of the smart factory.<br/></span></p></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_TUTksj4bA5Ff6pwjVa3jKQ" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_TUTksj4bA5Ff6pwjVa3jKQ"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><h2 style="text-align:left;"><strong>The Future of Technical Textile Quality Control</strong></h2></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_YNMckjWI37W_hsIIgxwywQ" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_YNMckjWI37W_hsIIgxwywQ"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><div><p style="text-align:left;"><span style="font-size:20px;">The role of AI in textile manufacturing will continue to expand with:</span></p><span style="font-size:20px;"></span><p></p><div style="text-align:left;"><span style="font-size:20px;">✔ Micro-defect recognition using advanced deep learning</span></div><div style="text-align:left;"><span style="font-size:20px;">✔ AI-powered robotic defect correction</span></div><div style="text-align:left;"><span style="font-size:20px;">✔ Blockchain-based quality traceability</span></div><div style="text-align:left;"><span style="font-size:20px;">✔ Digital twins for predictive process optimization</span></div><p></p></div></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_KuCxZRfsQwXozapj7VFs9Q" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_KuCxZRfsQwXozapj7VFs9Q"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><h2 style="text-align:left;"><strong>Conclusion</strong></h2></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
</div><div data-element-id="elm_jA36kh3JNS7HD2yLdrNgNw" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_jA36kh3JNS7HD2yLdrNgNw"].zpelem-text { margin-block-start:25px; } </style><div class="zptext zptext-align-center zptext-align-mobile-center zptext-align-tablet-center " data-editor="true"><p></p><div><h2 style="text-align:left;"></h2></div><p></p><div><p style="text-align:left;"><span style="font-size:20px;"></span></p><div><div><p style="text-align:left;"><span style="font-size:20px;">Manual inspection is no longer compatible with the vision of a <strong>true textile smart factory</strong>. It slows production, introduces inconsistency, blocks data flow, and increases cost.</span></p><span style="font-size:20px;"></span><p style="text-align:left;"><span style="font-size:20px;">AI-powered inspection systems remove these bottlenecks by delivering:</span></p><span style="font-size:20px;"></span><p></p><div style="text-align:left;"><span style="font-size:20px;">✔ High-speed, 100% inspection</span></div><div style="text-align:left;"><span style="font-size:20px;">✔ Consistent, objective quality decisions</span></div><div style="text-align:left;"><span style="font-size:20px;">✔ Real-time data and predictive insights</span></div><div style="text-align:left;"><span style="font-size:20px;">✔ Scalable, future-ready quality control<br/><br/></span></div><p></p><span style="font-size:20px;"></span><p style="text-align:left;"><span style="font-size:20px;">For textile manufacturers aiming to lead in performance, reliability, and innovation, <strong>AI inspection is not an upgrade — it is a necessity</strong>.</span><br/></p></div></div><p style="text-align:left;"><span style="font-size:20px;"></span></p></div></div>
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</div></div></div></div></div></div> ]]></content:encoded><pubDate>Mon, 05 Jan 2026 04:58:21 +0000</pubDate></item><item><title><![CDATA[Why Web Inspection is Essential for Technical Textiles: A Deep Dive into Modern Techniques]]></title><link>https://www.robrosystems.com/blogs/post/why-web-inspection-is-essential-for-technical-textiles-a-deep-dive-into-modern-techniques</link><description><![CDATA[<img align="left" hspace="5" src="https://www.robrosystems.com/Why Web Inspection is Essential for Technical Textiles.jpg"/>Modern web inspection systems, combined with AI, advanced imaging, and IoT integration, represent the future of quality control. By investing in these technologies, manufacturers can not only meet the market's rising demands but also lead the way in sustainability and innovation.]]></description><content:encoded><![CDATA[<div class="zpcontent-container blogpost-container "><div data-element-id="elm_-DJbz-E_Qw2BEpnUdNs4Rg" data-element-type="section" class="zpsection "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_D2McTZaXQOqYf7KnezThlA" data-element-type="row" class="zprow zprow-container zpalign-items- zpjustify-content- " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_8XNFZHyjTDmg7svEtqiEsg" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- "><style type="text/css"></style><div data-element-id="elm_r1rqODW372awagIb06B-Ew" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_r1rqODW372awagIb06B-Ew"] .zpimage-container figure img { width: 1470px ; height: 500.72px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-fit zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
                type:fullscreen,
                theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="/Blog%20cover%20-4-.jpg" size="fit" data-lightbox="true"/></picture></span></figure></div>
</div><div data-element-id="elm_egP5m7KlTT-4uKcqYdXDKA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-center " data-editor="true"><div style="color:inherit;"><div style="text-align:left;"><div><span style="font-size:20px;">Due to their specialized functionalities, technical textiles have emerged as a cornerstone of the automotive, healthcare, construction, and aerospace industries. From flame-retardant fabrics to geotextiles, these materials must meet stringent quality standards to ensure safety and efficiency. In this high-stakes environment, web inspection systems have become indispensable for manufacturers, offering advanced defect detection and quality control solutions. This blog delves into the critical role of web inspection, exploring cutting-edge techniques and real-world examples that showcase their importance.</span></div></div></div></div>
</div><div data-element-id="elm_n0kaqBkNwWwBVnHNVSQb3g" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div>Key Features</div></div></h2></div>
<div data-element-id="elm_JB7htgTT8Le769JY7uuidg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="color:inherit;"></span></p><ul><li style="font-size:11pt;"><p><span style="font-size:20px;">Automated web inspection systems enhance efficiency and accuracy in detecting defects in technical textiles, significantly reducing manual errors.</span></p></li><li style="font-size:11pt;"><p><span style="font-size:20px;">Machine vision and AI-powered systems analyze fabrics in real-time, <span style="font-weight:bold;">detecting defects</span> like <span style="font-weight:bold;">holes, stains, and irregular patterns</span> with over 95% accuracy.</span></p></li><li style="font-size:11pt;"><p><span style="font-size:20px;">Hyperspectral imaging goes beyond visible wavelengths to identify material inconsistencies and hidden defects, crucial for high-performance textiles.</span></p></li><li style="font-size:11pt;"><p><span style="font-size:20px;">Integration with IoT and <span style="font-weight:bold;">Manufacturing Execution Systems (MES)</span> facilitates real-time monitoring and seamless decision-making during production.</span></p></li><li style="font-size:11pt;"><p><span style="font-size:20px;">Advanced inspection systems reduce material waste and energy consumption, aligning with sustainability goals and lowering operational costs by up to 20%.</span></p></li><li style="font-size:11pt;"><p><span style="font-size:20px;">The adoption of <span style="font-weight:bold;">Industry 4.0 technologies enables smart, interconnected systems</span>, ensuring manufacturers maintain competitive advantages.</span></p></li><li style="font-size:11pt;"><p><span style="font-size:20px;">Automated inspection systems improve customer satisfaction by minimizing defective batches and ensuring high-quality outputs in technical textiles.</span></p></li></ul></div>
</div><div data-element-id="elm_04ah-fqpE_Kq-KlDv-AW4g" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div>The Evolution of Web Inspection in Technical Textiles</div></div></h2></div>
<div data-element-id="elm__VCfjpZRk8CrgcvbnYo-cw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div><div><div><div><div><span style="font-size:20px;"><span style="color:inherit;">Web inspection, the process of monitoring and analyzing the quality of continuous materials during production, has transformed significantly over the years. Traditional methods, such as manual inspection and simple optical systems, often fail to detect micro-defects or inconsistencies. Modern automated systems powered by AI, </span><span style="font-weight:bold;color:rgb(29, 105, 226);"><a href="https://www.robrosystems.com/blogs/post/5-key-machine-vision-trends-and-advancements-in-industrial-automation" title="machine vision" target="_blank" rel="">machine vision</a></span><span style="color:inherit;">, and </span><span style="font-weight:bold;color:rgb(29, 105, 226);"><a href="https://www.robrosystems.com/blogs/post/understanding-hyper-spectral-imaging-and-its-applications-in-industrial-automation1" title="hyper-spectral imaging" target="_blank" rel="">hyper-spectral imaging</a></span><span style="color:inherit;"> have revolutionized the field, enabling real-time defect detection and correction.</span></span></div></div></div><br/><div style="color:inherit;"><span style="font-size:20px;">The global technical textiles market, valued at <span style="font-weight:bold;">USD 220.37 billion in 2022</span>, is expected to grow significantly, with innovations like advanced web inspection driving this expansion.</span></div></div></div></div>
</div><div data-element-id="elm_442ge0UGqtAykd9kXnbc8A" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div>Why Web Inspection Matters?</div></div></h2></div>
<div data-element-id="elm_Rk55QVKy8K-QV073D7l-Vw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="color:inherit;">1) Enhanced Quality Control</span></h3></div>
<div data-element-id="elm_sb_Di2RpWvq_aydxdQmfAg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-size:20px;">Web inspection systems ensure that every meter of fabric meets strict quality standards. This is especially critical in applications like medical textiles, where even minor defects can compromise safety.</span></div></div></div>
</div><div data-element-id="elm_seH1KcDTwEoLnGoK1X6JBQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true">2)&nbsp;<span style="color:inherit;">Waste Reduction</span></h3></div>
<div data-element-id="elm_YXCZSHd5g3lnIXuqCzYkjA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-size:20px;">Defective textiles lead to material wastage, increased costs, and environmental strain. Modern inspection systems enable early detection, allowing manufacturers to address issues promptly and minimize waste.</span></div></div></div>
</div><div data-element-id="elm_m10tfCnPvB8nzFiI9FrUpQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="color:inherit;">3) Cost Efficiency</span></h3></div>
<div data-element-id="elm_ljI8SwxO7kNcbOCoW7iAVg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-size:20px;">By reducing errors and ensuring consistent quality, manufacturers can avoid costly recalls, reworks, and production delays.</span></div></div></div>
</div><div data-element-id="elm_7oykMU6pUClZEB1EhZdJrA" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="color:inherit;">4)&nbsp; Regulatory Compliance</span></h3></div>
<div data-element-id="elm_RS6Wciq-wVeJcZ0nx1aK4g" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-size:20px;">With stringent regulations governing industries like healthcare and automotive, maintaining quality assurance through web inspection is critical to compliance and market competitiveness.</span></div></div></div>
</div><div data-element-id="elm_Mx_rrTKXLYYnXT2fe9nrdg" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div>Modern Techniques in Web Inspection</div></div></h2></div>
<div data-element-id="elm_SUf0cIIEZAYK4AcnKmTQRw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="color:inherit;">1) AI-Driven Systems</span></h3></div>
<div data-element-id="elm_5pPgMWPBv2sLMCa1Qov43w" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-size:20px;">Leveraging artificial intelligence, these systems can identify patterns, detect anomalies, and adapt to new defect types over time. For example, AI algorithms in web inspection systems can spot defects as small as 0.1 mm, enhancing the precision of quality control processes.</span></div></div></div>
</div><div data-element-id="elm_t2xVQhq9DZT64Qi5LsDLbQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="color:inherit;">2) Hyper-spectral Imaging</span></h3></div>
<div data-element-id="elm_IGZpIFsXmUiiQvGqM7CNBg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="color:inherit;font-size:20px;">Unlike traditional optical methods, hyper-spectral imaging captures data across multiple wavelengths, making it ideal for detecting subtle changes in fabric composition, color, or texture. This is particularly useful in technical textiles, where uniformity is crucial.</span></p></div>
</div><div data-element-id="elm_62wbs7xYOYv1yYlN7TuOBw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="color:inherit;">3) Integration with IoT</span></h3></div>
<div data-element-id="elm_Q6Vl8aFk8YJAxnepSKUJlw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="color:inherit;font-size:20px;">Many modern systems are IoT-enabled, allowing real-time monitoring and remote management. This improves operational efficiency and supports predictive maintenance.</span></p></div>
</div><div data-element-id="elm_dNAMx1J0dLkK3EFDD_JuVQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div>Real-Time Industry Applications</div></div></h2></div>
<div data-element-id="elm_MLjfJY19FdqMxwm50-Z0Fg" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="color:inherit;">1) Automotive Textiles</span></h3></div>
<div data-element-id="elm_LOrO0f2oJc5cf_mrPC97Lg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-size:20px;">Materials like tire cord fabrics and airbags require impeccable quality. Advanced web inspection systems ensure these fabrics can withstand high stress without failure.</span></div></div></div>
</div><div data-element-id="elm_yLw7OrEmmptI_iPIXTU6Bg" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="color:inherit;">2) Medical Textiles&nbsp;</span></h3></div>
<div data-element-id="elm_RIbiTBjPg-1u9Hgfrij2Ng" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="color:inherit;font-size:20px;">Contamination-free production is vital for wound dressings and surgical gowns. AI-powered inspection identifies and eliminates defects immediately.</span></p></div>
</div><div data-element-id="elm_-mtgwtOK4ClyB5dDIdhy1A" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true">3)&nbsp;<span style="color:inherit;">Geotextiles</span></h3></div>
<div data-element-id="elm_UpH5ufookQPon3ZJjQoDtA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-size:20px;">These textiles are used in construction and demand high durability. Web inspection systems identify weak points in real-time, ensuring consistent strength and reliability.</span></div></div></div>
</div><div data-element-id="elm_-2azxeZ0fFiOqhKlJgo4LA" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div>The Future of Web Inspection</div></div></h2></div>
<div data-element-id="elm_6BBJqnizTT-gzKoZsV252Q" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p style="margin-bottom:12pt;"><span style="font-size:20px;">Integrating AI, machine vision, and hyper-spectral imaging is only the beginning. Emerging trends include:</span></p><p><span style="color:inherit;font-size:20px;"></span></p><ul><li style="font-size:11pt;"><p><span style="font-size:20px;"><span style="font-weight:700;">Edge Computing</span>: Processing data locally on the factory floor for faster decision-making.</span></p></li><li style="font-size:11pt;"><p><span style="font-size:20px;"><span style="font-weight:700;">Cloud Integration</span>: Enhancing traceability and compliance through centralized data storage and analysis.</span></p></li><li style="font-size:11pt;"><p style="margin-bottom:12pt;"><span style="font-size:20px;font-weight:700;">Collaborative Robotics</span><span style="font-size:20px;">: Combining robotic precision with advanced inspection technologies to streamline production lines.</span></p></li></ul></div>
</div><div data-element-id="elm_IZuzlDjvTNNnh3bUIkfIqw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="color:inherit;">Conclusion</span></h2></div>
<div data-element-id="elm_sW5t4QawjJGubl2kD3VLTw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p style="margin-bottom:12pt;"><span style="font-size:20px;">As technical textiles evolve, so must the methods used to ensure their quality. Modern web inspection systems, combined with AI, advanced imaging, and IoT integration, represent the future of quality control. By investing in these technologies, manufacturers can not only meet the market's rising demands but also lead the way in sustainability and innovation.</span></p><p><span style="font-size:20px;">Investing in modern web inspection systems is now optional for manufacturers of technical textiles. Maintaining quality, reducing costs, and meeting market demands are strategically necessary. By integrating advanced technologies like AI, hyperspectral imaging, and IoT, manufacturers can stay ahead of the curve and consistently deliver flawless products.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">Elevate your production quality with Robro Systems' KWIS. Discover how our cutting-edge solutions can transform your inspection processes and help you achieve excellence in technical textiles. <a href="/company/contact" title="Contact us today" target="_blank" rel="" style="font-weight:bold;color:rgb(29, 105, 226);">Contact us today</a> to learn more or schedule a demo.</span></p></div>
</div><div data-element-id="elm_sELPJBRs2beH2KA0WlCuiQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div>FAQs</div></div></h2></div>
<div data-element-id="elm_kkaIVEUJb4KkhVUJu9HOFg" data-element-type="accordion" class="zpelement zpelem-accordion " data-tabs-inactive="false" data-icon-style="1"><style> [data-element-id="elm_kkaIVEUJb4KkhVUJu9HOFg"] .zpaccordion-container.zpaccordion-style-01 .zpaccordion, [data-element-id="elm_kkaIVEUJb4KkhVUJu9HOFg"] .zpaccordion-container.zpaccordion-style-01 .zpaccordion-content{ border-style:solid; border-color: !important; } [data-element-id="elm_kkaIVEUJb4KkhVUJu9HOFg"] .zpaccordion-container.zpaccordion-style-01 .zpaccordion-content.zpaccordion-active-content:last-of-type{ border-block-end-width:1px !important; } [data-element-id="elm_kkaIVEUJb4KkhVUJu9HOFg"] .zpaccordion-container.zpaccordion-style-01 .zpaccordion.zpaccordion-active + .zpaccordion-content{ border-block-start-color: transparent !important; } @media all and (min-width: 768px) and (max-width:991px){ [data-element-id="elm_kkaIVEUJb4KkhVUJu9HOFg"] .zpaccordion-container.zpaccordion-style-01 .zpaccordion, [data-element-id="elm_kkaIVEUJb4KkhVUJu9HOFg"] .zpaccordion-container.zpaccordion-style-01 .zpaccordion-content{ border-style:solid; border-color: !important; } [data-element-id="elm_kkaIVEUJb4KkhVUJu9HOFg"] .zpaccordion-container.zpaccordion-style-01 .zpaccordion-content:last-of-type{ border-block-end-width:1px !important; } [data-element-id="elm_kkaIVEUJb4KkhVUJu9HOFg"] .zpaccordion-container.zpaccordion-style-01 .zpaccordion.zpaccordion-active + .zpaccordion-content{ border-block-start-color: transparent !important; } } @media all and (max-width:767px){ [data-element-id="elm_kkaIVEUJb4KkhVUJu9HOFg"] .zpaccordion-container.zpaccordion-style-01 .zpaccordion, [data-element-id="elm_kkaIVEUJb4KkhVUJu9HOFg"] .zpaccordion-container.zpaccordion-style-01 .zpaccordion-content{ border-style:solid; border-color: !important; } [data-element-id="elm_kkaIVEUJb4KkhVUJu9HOFg"] .zpaccordion-container.zpaccordion-style-01 .zpaccordion-content:last-of-type{ border-block-end-width:1px !important; } [data-element-id="elm_kkaIVEUJb4KkhVUJu9HOFg"] .zpaccordion-container.zpaccordion-style-01 .zpaccordion.zpaccordion-active + .zpaccordion-content{ border-block-start-color: transparent !important; } } </style><div class="zpaccordion-container zpaccordion-style-01 zpaccordion-with-icon zpaccord-svg-icon-1 zpaccordion-icon-align-left "><div data-element-id="elm_w9eSUE-lnpw1qWpuoWblQw" id="zpaccord-hdr-elm_y4iAalqoQREhZvUBOWDD-w" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What is inspection in the textile industry?" data-content-id="elm_y4iAalqoQREhZvUBOWDD-w" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_y4iAalqoQREhZvUBOWDD-w" aria-label="What is inspection in the textile industry?"><span class="zpaccordion-name">What is inspection in the textile industry?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_y4iAalqoQREhZvUBOWDD-w" id="zpaccord-panel-elm_y4iAalqoQREhZvUBOWDD-w" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_y4iAalqoQREhZvUBOWDD-w"><div class="zpaccordion-element-container"><div data-element-id="elm_JE_JXy1-B5vFAL47DXHbNg" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_ch315aD2UytDK2lShpsXsg" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_UBptg4KU1FCWaKdv7yybUg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>Fabric inspection, sometimes called fabric checking, is a methodical assessment of a fabric that finds flaws. Before clothing is produced, fabric inspection aids in understanding quality in terms of color, density, weight, printing, measurement, and other quality parameters.&nbsp;</div></div></div>
</div></div></div></div></div><div data-element-id="elm_dwqrVQPPN292ZrMu_Y1NUA" id="zpaccord-hdr-elm_4IqivFP0P4WLvO9R8fHFew" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="Why are technical textiles important?" data-content-id="elm_4IqivFP0P4WLvO9R8fHFew" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_4IqivFP0P4WLvO9R8fHFew" aria-label="Why are technical textiles important?"><span class="zpaccordion-name">Why are technical textiles important?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_4IqivFP0P4WLvO9R8fHFew" id="zpaccord-panel-elm_4IqivFP0P4WLvO9R8fHFew" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_4IqivFP0P4WLvO9R8fHFew"><div class="zpaccordion-element-container"><div data-element-id="elm_v542Q7qfGZfBjV6QpV2HZw" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm__lNcGOA7Ro7uKHv7RtL2yg" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_r7MGSzQuo88BENesNiGOdA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="color:inherit;">Technical textiles are vital because they offer advanced functionality and performance beyond traditional textiles. They serve industries like healthcare, automotive, construction, and agriculture. Features like high strength, thermal resistance, and conductivity enhance efficiency, safety, and durability, driving innovation and sustainability in critical applications.</span></p></div>
</div></div></div></div></div><div data-element-id="elm_YUTAmgkbCT2dX0niQRSt-g" id="zpaccord-hdr-elm_-gj6_ke17fhpVOMVpwhPBw" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="Why do you need a fabric inspection and test report from a fabric supplier?" data-content-id="elm_-gj6_ke17fhpVOMVpwhPBw" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_-gj6_ke17fhpVOMVpwhPBw" aria-label="Why do you need a fabric inspection and test report from a fabric supplier?"><span class="zpaccordion-name">Why do you need a fabric inspection and test report from a fabric supplier?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_-gj6_ke17fhpVOMVpwhPBw" id="zpaccord-panel-elm_-gj6_ke17fhpVOMVpwhPBw" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_-gj6_ke17fhpVOMVpwhPBw"><div class="zpaccordion-element-container"><div data-element-id="elm_RWfrzRaHW3tcf8u1bxQANA" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_UeCLNTum-CrHJO8rTTRW9Q" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_qq7nIxw61RNlR5t1zTz8Og" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>A supplier's fabric inspection and test reports ensure the material meets the required quality and performance standards. These reports help identify defects, verify compliance with specifications, and maintain production consistency, reducing product failure risks and ensuring customer satisfaction.</div></div></div>
</div></div></div></div></div><div data-element-id="elm_l0d0jFUnsXfcLRZ84-sf4w" id="zpaccord-hdr-elm_5dH1aQbtWCpnUS2ADCZHDQ" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What are the 12 sectors of technical textile?" data-content-id="elm_5dH1aQbtWCpnUS2ADCZHDQ" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_5dH1aQbtWCpnUS2ADCZHDQ" aria-label="What are the 12 sectors of technical textile?"><span class="zpaccordion-name">What are the 12 sectors of technical textile?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_5dH1aQbtWCpnUS2ADCZHDQ" id="zpaccord-panel-elm_5dH1aQbtWCpnUS2ADCZHDQ" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_5dH1aQbtWCpnUS2ADCZHDQ"><div class="zpaccordion-element-container"><div data-element-id="elm_IDDCF5w9E2YMY2R_1fFc1g" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_wOHbDGsVnjIpw0qKFeNy0A" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_qnf0O3uvizcFH28bvKhKkA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>The 12 sectors of technical textiles are Agrotech (agriculture), Buildtech (construction), Clothtech (clothing), geotech (geotechnical), Hometech (home furnishings), Indutech (industrial), meditech (medical), Mobiltech (transportation), Oekotech (environmental), Packtech (packaging), protech (personal protection), and Sporttech (sports and leisure). Each caters to specialized applications requiring enhanced functionality and performance.</div></div></div>
</div></div></div></div></div><div data-element-id="elm_6IqpefiI_IAGRH1ng7BzxQ" id="zpaccord-hdr-elm_p_Bu044PoJF3jfjQ262fyQ" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What is the scope of technical textiles in India?" data-content-id="elm_p_Bu044PoJF3jfjQ262fyQ" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_p_Bu044PoJF3jfjQ262fyQ" aria-label="What is the scope of technical textiles in India?"><span class="zpaccordion-name">What is the scope of technical textiles in India?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_p_Bu044PoJF3jfjQ262fyQ" id="zpaccord-panel-elm_p_Bu044PoJF3jfjQ262fyQ" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_p_Bu044PoJF3jfjQ262fyQ"><div class="zpaccordion-element-container"><div data-element-id="elm_vIQcWFD7EXovNIHf9L0Sbg" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_dF7eKHzHBYrbLa7VcrRD8g" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_14dPwzgS4eYCAwCHe15MGQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="color:inherit;">The scope of technical textiles in India is vast, driven by growing demand in agriculture, healthcare, infrastructure, and automotive sectors. The industry is poised for rapid growth with government initiatives like the National Technical Textiles Mission, rising exports, and increasing adoption of advanced technologies. India's cost-effective production and skilled workforce make it a global technical textile manufacturing and innovation hub.</span></p></div>
</div></div></div></div></div><div data-element-id="elm_saiNhMztzuyBYkAssjtzYQ" id="zpaccord-hdr-elm_S6NNFxfkUHpqtXVRLCezaw" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What is the difference between smart textile and technical textile?" data-content-id="elm_S6NNFxfkUHpqtXVRLCezaw" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_S6NNFxfkUHpqtXVRLCezaw" aria-label="What is the difference between smart textile and technical textile?"><span class="zpaccordion-name">What is the difference between smart textile and technical textile?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_S6NNFxfkUHpqtXVRLCezaw" id="zpaccord-panel-elm_S6NNFxfkUHpqtXVRLCezaw" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_S6NNFxfkUHpqtXVRLCezaw"><div class="zpaccordion-element-container"><div data-element-id="elm_J5tkQup7XbueepB35yt8NA" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_2x6hBEq12pV-dcVOXJY-Xg" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_nc8WEXtm5tOLH7I88p4r-A" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>Technical textiles focus on functionality and performance for industrial or specialized applications, like durability, strength, or protection. In contrast, smart textiles integrate advanced technologies, enabling them to sense, react, or adapt to environmental stimuli, such as temperature or movement, offering interactive and dynamic capabilities beyond traditional uses.</div></div></div>
</div></div></div></div></div></div></div></div></div></div></div></div> ]]></content:encoded><pubDate>Mon, 25 Nov 2024 11:06:16 +0000</pubDate></item><item><title><![CDATA[The Role of AI-Powered Machine Vision Systems in Textile Quality Control]]></title><link>https://www.robrosystems.com/blogs/post/the-role-of-ai-powered-machine-vision-systems-in-textile-quality-control</link><description><![CDATA[<img align="left" hspace="5" src="https://www.robrosystems.com/The Role of AI-Powered Machine Vision Systems in Textile Quality Control.jpg"/>For any textile manufacturer aiming to remain competitive in today's market, machine vision technology is no longer optional.]]></description><content:encoded><![CDATA[<div class="zpcontent-container blogpost-container "><div data-element-id="elm_E27zzOjASTKDHKiyQ2J4uA" data-element-type="section" class="zpsection "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_wI-WwPzDSN-1DQUvzUbtwA" data-element-type="row" class="zprow zprow-container zpalign-items- zpjustify-content- " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_B3H-wuR-STOuFBxSThXLDg" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- "><style type="text/css"></style><div data-element-id="elm_ClHYqiclKeA9gYIA5IER6Q" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_ClHYqiclKeA9gYIA5IER6Q"] .zpimage-container figure img { width: 1470px ; height: 500.72px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-fit zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
                type:fullscreen,
                theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="/Blog%20cover%20-3-.jpg" size="fit" data-lightbox="true"/></picture></span></figure></div>
</div><div data-element-id="elm_uI3CARokR0K0NqbrvkKF0Q" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-center " data-editor="true"><div style="color:inherit;"><div style="text-align:left;"><div><span style="font-size:20px;">Maintaining a balance between quality and efficiency is crucial in today's highly competitive textile industry. Even minor defects can disrupt operations, lead to significant material wastage, or cause customer dissatisfaction. That's where machine vision technology has come in, offering an innovative web inspection and defect detection solution, which has become a game changer for my business.</span></div></div></div></div>
</div><div data-element-id="elm_aPNXOY_f46Aa8HrNamqNrw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="font-weight:bold;">Key Features</span></h3></div>
<div data-element-id="elm_2GrW1amQCZ8GXAzl-nqycQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><ul><li><span style="font-size:20px;">Machine vision technology offers automated, real-time inspection in textile manufacturing, ensuring consistent quality and reducing manual intervention.</span></li><li><span style="font-size:20px;">Advanced vision systems can detect minute defects such as fiber misalignment, uneven coatings, or surface irregularities, enhancing product reliability.</span></li><li><span style="font-size:20px;">Integration of AI with machine vision allows for adaptive learning, enabling systems to improve inspection accuracy over time.</span></li><li><span style="font-size:20px;">Use of high-resolution cameras and sensors provides detailed imaging, making it possible to identify defects that are invisible to the human eye.</span></li><li><span style="font-size:20px;">Robro Systems’ Kiara Web Inspection System (KWIS) utilizes machine vision to inspect technical textiles like tire cord and conveyor belt fabrics with precision.</span></li><li><span style="font-size:20px;">Implementing machine vision solutions in textile production has shown up to a 30% increase in defect detection rates and a reduction in rework costs​.</span></li><li><span style="font-size:20px;">Machine vision in textiles contributes to sustainability by reducing material waste through precise inspection and minimizing the production of defective products.</span></li></ul></div></div>
</div><div data-element-id="elm_K-N9V277qowNgCRvhElj9g" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-weight:bold;">Understanding Machine Vision in the Textile Industry</span></div></div></h2></div>
<div data-element-id="elm_Yjz0VImJRP23asSQ4oCjeQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div><div><div style="color:inherit;"><span style="font-size:20px;">Machine vision refers to using cameras, sensors, and advanced software algorithms to automate inspection. By analyzing images of fabrics in real-time, machine vision systems can detect defects such as tears, holes, streaks, or even subtle variations in fabric patterns that human inspectors might miss. Unlike traditional manual inspection, which is subjective and time-consuming, machine vision provides consistent and accurate results, allowing manufacturers to maintain high-quality standards while improving productivity.</span></div><div style="color:inherit;"><br/></div><div><div><span style="font-size:20px;"><span style="color:inherit;">In the textile industry, </span><a href="https://www.robrosystems.com/blogs/post/5-key-machine-vision-trends-and-advancements-in-industrial-automation" title="machine vision" target="_blank" rel="" style="font-weight:bold;color:rgb(29, 105, 226);">machine vision</a><span style="color:inherit;"> has become indispensable for applications like web inspection—monitoring continuous rolls of fabric during production—and defect detection, identifying issues as soon as they occur. This technology can operate 24/7, maintaining quality control even during high-speed production runs.</span></span></div></div></div></div></div>
</div><div data-element-id="elm_jxWILZsRh64AZ7y9OtUIUQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-weight:bold;">Industry Insights: Why Machine Vision Matters</span></div></div></h2></div>
<div data-element-id="elm_C-AXA-pPlHYoB-WTN43uNw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="font-size:20px;">With the global textile market growing rapidly, estimated to reach <span style="font-weight:bold;">USD 1,230 billion by 2027</span>, the demand for efficient production processes and high-quality output has never been greater. Customers expect <a href="https://www.robrosystems.com/blogs/post/5-benefits-of-using-smart-cutting-and-waste-reduction-system-in-the-fibc-industry" style="font-weight:bold;color:rgb(29, 105, 226);">defect-free fabrics</a>, and meeting these expectations requires a robust inspection process that can keep up with the pace of production. Machine vision systems help us address these challenges by automating inspections and providing real-time insights into the quality of the fabric.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">According to a report by <a href="https://www.marketsandmarkets.com/" style="font-weight:bold;color:rgb(29, 105, 226);">MarketsandMarkets</a>, the machine vision market in the industrial sector is projected to reach <span style="font-weight:bold;">USD 14.9 billion by 2026</span>, driven by the adoption of these systems in industries like textiles for quality control and process automation. This growth reflects the increasing recognition of machine vision's ability to boost efficiency, reduce waste, and ensure consistent product quality.</span></p></div>
</div><div data-element-id="elm_9SW8mFtX_Fu9byRRjnbi0w" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-weight:bold;">Technical Advantages of Machine Vision in Web Inspection</span></div></div></h2></div>
<div data-element-id="elm__hHV3BZdp_TCpCTP9GV9nQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="font-size:20px;font-weight:700;">1) High-Speed Analysis</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">Machine vision systems can inspect fabrics at high speeds without compromising accuracy, making them ideal for continuous production lines. For example, during the inspection of technical textiles like tire cord fabrics, a machine vision system can identify defects in real time, preventing defective materials from reaching the next production stage.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;font-weight:700;">2) Automated Defect Classification</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">With the help of advanced algorithms, machine vision systems can classify defects like holes, color variations, or surface irregularities. This allows manufacturers to prioritize repairs or adjustments based on the severity of the defects.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;font-weight:700;">3) Non-Contact Inspection</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">Machine vision technology offers non-contact inspection, meaning it does not physically interact with the fabric. This is crucial for delicate or high-value materials where any physical touch could cause additional damage or alter the fabric's properties.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;font-weight:700;">4) AI and Machine Learning Integration</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">Integrating AI with machine vision enables systems to learn from past data and improve defect detection over time. For example, Robro Systems' <a href="https://www.robrosystems.com/products/kwis-fibc" style="font-weight:bold;color:rgb(29, 105, 226);">Kiara Web Inspection System (KWIS)</a> uses AI-driven algorithms to enhance detection capabilities, adapting to new defect patterns that may emerge during production.</span></p></div>
</div><div data-element-id="elm_5pZhe_x7-nohBmnP9oDWvQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-weight:bold;">Robro Systems' Impact on Textile Manufacturing</span></div></div></h2></div>
<div data-element-id="elm_vn_6XFdQPSLIYVUnZ0O6Bw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="font-size:20px;">Adopting machine vision technology has significantly improved our production processes as a textile manufacturer. Partnering with Robro Systems, we implemented their KWIS solution, tailored specifically for the technical textiles we produce, such as conveyor belt fabrics and coated materials. The impact on our quality control process was immediate.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><h4><span style="font-size:20px;font-weight:700;">1) Increased Defect Detection Accuracy</span></h4><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">With KWIS, saw a 25% improvement in defect detection accuracy compared to manual inspection methods. For instance, in a batch of conveyor belt fabric, the system detected micro-tears that manual inspection would have missed, allowing to correct the issue early and avoid downstream quality failures. This reduced our material waste and ensured that only high-quality products reached our customers.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><h4><span style="font-size:20px;font-weight:700;">2) Real-Time Monitoring and Alerts</span></h4><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">One of the most valuable features of machine vision is real-time monitoring. KWIS provides instant alerts whenever a defect is detected, allowing it to act immediately.&nbsp;</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><h4><span style="font-size:20px;font-weight:700;">3) Cost Savings and Return on Investment</span></h4><p><br/><span style="font-size:20px;"><span style="color:inherit;">Implementing machine vision technology has also translated into significant cost savings for manufacturers. According to a study by the International Journal of Advanced Manufacturing Technology, machine vision can reduce defect-related production </span><a href="https://link.springer.com/article/10.1007/s00170-020-06342-2"><span style="font-weight:bold;color:rgb(29, 105, 226);">costs by up to 30%</span></a><span style="color:inherit;">. For manufacturers, this has meant reducing the costs associated with rework and waste and minimizing customer returns and complaints.&nbsp;</span></span><br/></p></div>
</div><div data-element-id="elm_1VohAE8XO53etuP27_sTOA" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="color:inherit;font-weight:bold;">The Future of Machine Vision in Textile Quality Control</span></h2></div>
<div data-element-id="elm_RQ2b9-Yavm7CF2gIqdQCbA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="font-size:20px;">The benefits of machine vision in the textile industry extend beyond immediate cost savings and efficiency gains. With AI, machine learning, and imaging technology advancements, machine vision systems are becoming smarter and more adaptive. For example, systems can now inspect multi-layer fabrics or complex patterns, making them suitable for emerging materials in <a href="https://www.robrosystems.com/kiara-technical-textile-inspection"><span style="font-weight:bold;color:rgb(29, 105, 226);">technical textiles</span></a> like graphene-based fabrics or smart textiles with embedded sensors.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">Moreover, as sustainability becomes a key focus in the textile industry, machine vision reduces waste and optimizes resource usage. By catching defects early in production, manufacturers can ensure that only the required material is used, aligning with environmental and sustainability goals.</span></p></div>
</div><div data-element-id="elm_vpGbfHR2_UaV8HJD2Niysw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="color:inherit;font-weight:bold;">Conclusion</span></h2></div>
<div data-element-id="elm_Jz1JoDp06wu3l4Uv9Ir7-A" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="font-size:20px;">For any textile manufacturer aiming to remain competitive in today's market, machine vision technology is no longer optional—it's a necessity. It provides the precision and speed to meet the increasing demands for high-quality, defect-free products. With solutions like Robro Systems' KWIS, manufacturers can automate their inspection processes, reduce waste, and deliver consistent results that build customer trust.</span></p></div>
</div><div data-element-id="elm_SaaO_X6FpWgPSVnikYiwXw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="font-weight:bold;">FAQs</span></h3></div>
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<div data-element-id="elm_lhO92O8X589fViEYugKnJg" id="zpaccord-panel-elm_lhO92O8X589fViEYugKnJg" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_lhO92O8X589fViEYugKnJg"><div class="zpaccordion-element-container"><div data-element-id="elm_dRIp39mn3iT9T1VTc5J2lQ" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_Io8LaK0mKBy1apgZYFFYaw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_Pya7MT7EfEpywwGIaE4wrw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>AI is used in several areas in the textile manufacturing sector, including color matching, coloring recipe creation, pattern recognition, clothing production, process optimisation, quality control, and supply chain management to increase output, improve product quality and competitiveness</div></div></div>
</div></div></div></div></div><div data-element-id="elm_UbwajMXaP8pcF1LTtJgRlA" id="zpaccord-hdr-elm_P0jdX6O3fVqMcXootcIc5w" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What is the role of AI in the textile industry?" data-content-id="elm_P0jdX6O3fVqMcXootcIc5w" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_P0jdX6O3fVqMcXootcIc5w" aria-label="What is the role of AI in the textile industry?"><span class="zpaccordion-name">What is the role of AI in the textile industry?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_P0jdX6O3fVqMcXootcIc5w" id="zpaccord-panel-elm_P0jdX6O3fVqMcXootcIc5w" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_P0jdX6O3fVqMcXootcIc5w"><div class="zpaccordion-element-container"><div data-element-id="elm_HLU-3pTnb1h50Upg88swPw" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_uKtpG2mEjskL4FUK6YNi1g" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_Ym1rt2_73iE58_aapcznWg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>AI systems are excellent at identifying product flaws, ranging from minor surface flaws to intricate abnormalities and inconsistencies. AI inspection systems use sophisticated image processing techniques to identify weaknesses that traditional approaches might overlook by analyzing visual data in real time.</div></div></div>
</div></div></div></div></div><div data-element-id="elm_QcXhM5KU3lYxDfziqbd2lQ" id="zpaccord-hdr-elm_d5Rdd2X333X49EmSYoFtLA" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What is the role of machine vision in industry 4.0 a textile manufacturing perspective?" data-content-id="elm_d5Rdd2X333X49EmSYoFtLA" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_d5Rdd2X333X49EmSYoFtLA" aria-label="What is the role of machine vision in industry 4.0 a textile manufacturing perspective?"><span class="zpaccordion-name">What is the role of machine vision in industry 4.0 a textile manufacturing perspective?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_d5Rdd2X333X49EmSYoFtLA" id="zpaccord-panel-elm_d5Rdd2X333X49EmSYoFtLA" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_d5Rdd2X333X49EmSYoFtLA"><div class="zpaccordion-element-container"><div data-element-id="elm_ytYeOW8WAYwDzz8BOume9Q" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_GFEzCn5mXqKptbBxjl8fcg" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_G2Tn2CXcwy5frtaFVFrHQw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>One technology that might be described as the &quot;eyes&quot; of industry 4.0 is machine vision, which can give important information on the state, advancement, and flaws of the textiles in real-time during manufacturing.</div></div></div>
</div></div></div></div></div><div data-element-id="elm_vIdCway-IsIbsjOY2KSBvA" id="zpaccord-hdr-elm_hjzSNiK3_iFSuTmpuiN0QA" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What are the benefits of AI in the manufacturing industry?" data-content-id="elm_hjzSNiK3_iFSuTmpuiN0QA" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_hjzSNiK3_iFSuTmpuiN0QA" aria-label="What are the benefits of AI in the manufacturing industry?"><span class="zpaccordion-name">What are the benefits of AI in the manufacturing industry?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_hjzSNiK3_iFSuTmpuiN0QA" id="zpaccord-panel-elm_hjzSNiK3_iFSuTmpuiN0QA" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_hjzSNiK3_iFSuTmpuiN0QA"><div class="zpaccordion-element-container"><div data-element-id="elm_-R8pCTCXsKswd6b9jqNiHA" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_T2RuMog1EGAbecFYASRezw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_Mbl0qZ-5af30RXwC8qkalw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="color:inherit;">By automating repetitive tasks and providing data-driven insights, artificial intelligence (AI) solutions in manufacturing boost the overall efficacy of order management systems, expedite decision-making, and ensure a more responsive and customer-centric approach to order fulfillment for businesses across various industries.</span><br/></p></div>
</div></div></div></div></div><div data-element-id="elm_za39bWqFFNFkX9YlK_GJJg" id="zpaccord-hdr-elm_F---BXhTYW53VlXkU0nyGQ" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="How can artificial intelligence improve manufacturing quality control?" data-content-id="elm_F---BXhTYW53VlXkU0nyGQ" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_F---BXhTYW53VlXkU0nyGQ" aria-label="How can artificial intelligence improve manufacturing quality control?"><span class="zpaccordion-name">How can artificial intelligence improve manufacturing quality control?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_F---BXhTYW53VlXkU0nyGQ" id="zpaccord-panel-elm_F---BXhTYW53VlXkU0nyGQ" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_F---BXhTYW53VlXkU0nyGQ"><div class="zpaccordion-element-container"><div data-element-id="elm_rx59zLugKDfyUqQZ2-Uufw" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_2PYtny5XxPYGaGq5QS8N1Q" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_rWu7SRImHCifKwOcxouN0g" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="color:inherit;">Because AI algorithms are more accurate than human inspectors at spotting even the smallest flaws, this speeds up the inspection process and improves accuracy. Additionally, AI makes predictive analytics possible, which helps producers to anticipate potential problems before they materialize.</span><br/></p></div>
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<div data-element-id="elm_g0WWn86eSxkh9NHORLuefA" id="zpaccord-panel-elm_g0WWn86eSxkh9NHORLuefA" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_g0WWn86eSxkh9NHORLuefA"><div class="zpaccordion-element-container"><div data-element-id="elm_qb4oFkju6B9GOBANNiacuw" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_7k9WVnfLfoG2j4ihi7TlRQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_q7xEZ3A30ZGqYhg6XXvtiQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>It may be used as a regression testing tool, which helps identify issues before they recur; it can analyze data more quickly than people could, which leads to more complete testing of goods or services; Test case management and bug reporting are two repetitious processes that it can automate.</div></div></div>
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</div></div></div></div></div></div> ]]></content:encoded><pubDate>Wed, 23 Oct 2024 11:59:18 +0000</pubDate></item><item><title><![CDATA[Role of Hyper-spectral Imaging in Technical Textile Inspection]]></title><link>https://www.robrosystems.com/blogs/post/role-of-hyper-spectral-imaging-in-technical-textile-inspection</link><description><![CDATA[<img align="left" hspace="5" src="https://www.robrosystems.com/Role of Hyperspectral Imaging .jpg"/>At a time when industry standards are constantly evolving and customer expectations are higher than ever, embracing innovative technologies like hyper-spectral imaging is essential.]]></description><content:encoded><![CDATA[<div class="zpcontent-container blogpost-container "><div data-element-id="elm_UfDgYrPnR9OTmJZCovz7Ow" data-element-type="section" class="zpsection "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_Uvw3jVxYQouzrrzfMpUGCw" data-element-type="row" class="zprow zprow-container zpalign-items- zpjustify-content- " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_YtM1XnXeRHW5oJ6dm68P_A" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- "><style type="text/css"></style><div data-element-id="elm_HX747fKyf4SKsCApe--H_A" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_HX747fKyf4SKsCApe--H_A"] .zpimage-container figure img { width: 1470px ; height: 500.72px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-fit zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
                type:fullscreen,
                theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="/Role%20of%20Hyperspectral%20Imaging%20%20-1-.jpg" size="fit" data-lightbox="true"/></picture></span></figure></div>
</div><div data-element-id="elm_3pkeMQ5wT-yJzFGgZA4tug" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-center " data-editor="true"><div style="color:inherit;"><div style="text-align:left;"><div><span style="font-size:20px;">Quality control can make or break a manufacturer's reputation in technical textiles, where precision and consistency are paramount. Even the slightest defect or inconsistency in a technical fabric can lead to product failure, lost contracts, or damaged client trust. As a manufacturer in this sector, I've witnessed the challenge of ensuring defect-free production, especially with complex materials like conductive fabrics or reinforced composites. That's where hyper-spectral imaging (HSI) comes into play, offering a revolutionary approach to quality control that addresses the limitations of traditional inspection methods. With Robro Systems leading the charge, this technology is changing the game in textile inspection.</span></div></div></div></div>
</div><div data-element-id="elm_SXFMjQm2lisafnt46aYgPA" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-weight:bold;">Key Features</span></div></div></h2></div>
<div data-element-id="elm_linZbrfSKL2k7rWhLFRhFw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><ul><li><span style="font-size:20px;">Hyper-spectral imaging (HSI) captures a vast spectrum of light across hundreds of bands, providing detailed chemical and physical profiles of technical textiles.</span></li><li><span style="font-size:20px;">It helps detect subtle variations in materials, like weave patterns, fiber composition, or chemical treatments, that traditional methods may miss.</span></li><li><span style="font-size:20px;">Robro Systems' Kiara Web Inspection System (KWIS) integrates HSI for real-time analysis, identifying defects directly on the production line.</span></li><li><span style="font-size:20px;">KWIS ensures uniformity and quality in materials like conductive FIBC bag fabrics by detecting coating inconsistencies early.</span></li><li><span style="font-size:20px;">HSI allows non-destructive testing and offers data-driven insights, enabling manufacturers to optimize processes and predict defects.</span></li><li><span style="font-size:20px;">With AI integration, KWIS learns from past defect patterns, improving detection accuracy.</span></li><li><span style="font-size:20px;">Adopting HSI has led to cost savings, reduced waste, and enhanced product quality for manufacturers using Robro Systems' solutions.</span></li><li><span style="font-size:20px;">The global hyper-spectral imaging market is expected to grow significantly, driven by its advantages in industrial quality control.</span></li></ul></div></div>
</div><div data-element-id="elm_yWVhzUDMjGd5RPp7WIS1MA" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-weight:bold;">Understanding Hyper-spectral Imaging</span></div></div></h2></div>
<div data-element-id="elm_4PcRbhDwr-SHFHABh0AByQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="font-size:20px;">Unlike conventional imaging systems that capture data in three spectral bands (red, green, and blue), hyper-spectral imaging captures a vast spectrum of light across hundreds of bands. This capability allows <a href="https://www.robrosystems.com/blogs/post/hyper-spectral-and-multi-spectral-remote-sensing-in-industrial-automation" style="font-weight:bold;color:rgb(29, 105, 226);">HSI</a> to detect subtle differences in invisible materials to the naked eye or standard vision systems. By analyzing how materials absorb, reflect, or emit light, hyper-spectral imaging can provide a chemical and physical profile of a fabric.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">For example, in technical textiles, variations in weave patterns, fiber composition, or chemical treatments can be identified with remarkable precision using HSI. This is particularly valuable for manufacturers like us, who must ensure uniformity in materials such as conductive textiles or flame-resistant fabrics.</span></p></div>
</div><div data-element-id="elm_Iy1HohhRTgMOYG2DRimJcg" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h1
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-weight:bold;">Industry Challenges in Quality Control</span></div></div></h1></div>
<div data-element-id="elm_hnDOsEayk8wR9OXW9QWkdA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="font-size:20px;">The technical textile industry faces several challenges in maintaining quality standards:</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;font-weight:700;">1) Diverse Material Properties</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">Technical textiles often feature complex fibers, coatings, and treatment blends. Traditional inspection methods, like manual checks or RGB imaging, struggle to detect subtle variations in such materials.<br/><br/></span></p><p><span style="font-size:20px;font-weight:700;">2) High-Speed Production</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">In fast-paced production lines, defects like uneven coatings, fiber misalignment, or minor surface imperfections can go unnoticed until the final quality check. By that time, significant waste may have already accumulated.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;font-weight:700;">3) Increasing Customer Demands</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">With end-users expecting defect-free and high-performing products, manufacturers must invest in advanced quality control systems that meet stringent requirements without slowing down production.</span></p><p><span style="font-size:20px;"><span style="color:inherit;"></span></span></p></div>
</div><div data-element-id="elm_SiQQ2ZutDtUJjd-QBetc3Q" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="color:inherit;font-weight:bold;">Robro Systems' Approach: Bringing Hyper-spectral Imaging to the Forefront</span></h2></div>
<div data-element-id="elm_yeegF9jZwskZ1GdaC0U8gQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="font-size:20px;">Robro Systems, a leader in industrial automation and machine vision solutions, has taken a forward-thinking approach to these challenges by integrating hyper-spectral imaging into their inspection systems. The <a href="https://www.robrosystems.com/kiara-technical-textile-inspection"><span style="font-weight:bold;color:rgb(29, 105, 226);">Kiara Web Inspection System (KWIS)</span></a> is a prime example of this technology's capabilities. It's designed to address the unique needs of technical textile manufacturers, ensuring that defects are caught before they impact the final product.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><h2 style="margin-bottom:6pt;"><span style="font-size:20px;font-weight:bold;color:rgb(11, 24, 45);">1) Real-Time Analysis for Immediate Action</span></h2><p><span style="font-size:20px;">One of KWIS's standout features is its ability to analyse materials in real time. Unlike conventional inspection methods that rely on sampling and post-production checks, KWIS captures and processes hyper-spectral data directly on the production line. This allows manufacturers to identify variations in fabric composition, coating consistency, or structural integrity instantly.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">For example, during the production of conductive FIBC (Flexible Intermediate Bulk Container) bag fabrics, KWIS detected inconsistencies in the conductive coating's distribution across the fabric surface. This early detection helped prevent a significant batch of materials from being shipped with defects, saving both time and costs associated with reworking or scrapping materials.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><h2 style="margin-bottom:6pt;"><span style="font-size:20px;font-weight:bold;color:rgb(11, 24, 45);">2) Enhanced Defect Detection Accuracy</span></h2><p><span style="font-size:20px;">The precision of hyper-spectral imaging extends beyond surface-level inspection. KWIS can detect defects not visible through traditional vision systems, such as minor color deviations, differences in fiber density, or the presence of foreign materials. These subtle differences can have a major impact on product performance for technical textiles like tire cord fabrics and conveyor belt fabrics.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">In a recent deployment, Robro Systems used KWIS to inspect a batch of tire cord fabric for a leading automotive supplier. The system successfully identified variations in fabric density that could have compromised the cords' strength. With KWIS, the manufacturer could adjust their production process immediately, ensuring that only top-quality materials reached their customers.</span></p><p></p><div><span style="font-size:11pt;"><br/></span></div><p></p><p><span style="font-size:20px;"><span style="color:inherit;"></span></span></p></div>
</div><div data-element-id="elm__Og9EOAB8RczRjpwDWtLbQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-weight:bold;">Technical Advantages of Hyper-spectral Imaging in Textile Inspection</span></div></div></h2></div>
<div data-element-id="elm_R30XgD-QKWOrKZS0Rpgogg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="font-size:20px;font-weight:700;">1) Detailed Spectral Information</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">Hyperspectral imaging can differentiate between materials that look identical in the visible spectrum but have different chemical compositions. This capability is crucial for detecting chemical impurities, incorrect dye concentrations, or improper treatments.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;font-weight:700;">2) Non-Destructive Testing</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">HSI enables non-destructive testing, meaning manufacturers can perform in-depth inspections without damaging the fabric. This is particularly important for high-value technical textiles, where minimizing waste is a priority.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;font-weight:700;">3) Data-Driven Insights</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">The large volume of data generated by hyperspectral imaging allows for advanced analytics, helping manufacturers identify trends, predict potential defects, and optimize production processes.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;font-weight:700;">4) Integration with AI</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">Robro Systems has integrated AI algorithms with HSI technology in KWIS, allowing the system to learn from past defect patterns and improve its detection accuracy over time. This continuous learning process ensures that the inspection system becomes more effective the longer it operates.</span></p><p></p><div><span style="font-size:11pt;"><br/></span></div><p></p><p><span style="font-size:20px;"><span style="color:inherit;"></span></span></p></div>
</div><div data-element-id="elm_bENUQFs93MopcESptra91Q" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="color:inherit;font-weight:bold;">The Real Impact: Cost Savings and Improved Quality</span></h2></div>
<div data-element-id="elm_By3Idya0jCKt04R_XzfmsQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="font-size:20px;">The practical benefits of implementing hyper-spectral imaging in textile inspection are significant. According to a report by <a href="https://www.marketsandmarkets.com/" title="MarketsandMarkets" target="_blank" rel="" style="font-weight:bold;color:rgb(29, 105, 226);">MarketsandMarkets</a>, the global hyper-spectral imaging systems market is projected to grow from <span style="font-weight:bold;">USD 13.9 billion in 2021 to USD 25.2 billion by 2026</span>, driven by its adoption in industrial quality control (source). For manufacturers like us, this technology has translated into measurable cost savings, improved product quality, and stronger customer relationships.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">With Robro Systems' KWIS, we've seen a marked reduction in waste and rework costs. Defects that go unnoticed until post-production are detected in real-time, allowing us to address issues before they impact a full production run. This means less downtime, fewer rejected batches, and a more efficient production process.</span></p></div>
</div><div data-element-id="elm_tMw1FydhuiyhKhC2_cQhMA" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-weight:bold;">A Future-Ready Solution for the Textile Industry</span></div></div></h2></div>
<div data-element-id="elm_VDTAUzsIaBOOrOWd8F2Ebw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div><span style="font-size:20px;">As the demand for technical textiles grows, so does the need for advanced quality control solutions. Hyperspectral imaging, with its unparalleled precision and analytical capabilities, is well-positioned to become a standard tool in the industry. With Robro Systems leading the way, manufacturers like us can achieve quality control that meets the highest industry standards.</span></div><br/><div><span style="font-size:20px;">Whether it's ensuring the integrity of conductive textiles, maintaining the consistency of high-strength fabrics, or detecting minor defects in real time, hyperspectral imaging has transformed how we approach quality assurance. For any technical textile manufacturer looking to stay competitive and deliver the best to their customers, adopting this technology is no longer an option—it's a necessity.</span></div></div></div></div>
</div><div data-element-id="elm_8SIIfzMh6mfhma86wSrQvQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="color:inherit;font-weight:bold;">Conclusion</span></h2></div>
<div data-element-id="elm_oS3puTCmmRwSZ85jOpTM9Q" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="font-size:20px;">At a time when industry standards are constantly evolving and customer expectations are higher than ever, embracing innovative technologies like hyperspectral imaging is essential. With Robro Systems' advanced solutions like KWIS, we've maintained a competitive edge while delivering consistent, high-quality products. As a manufacturer, the ability to detect and correct defects before they become costly problems is invaluable—and it's clear that hyperspectral imaging is here to stay.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">By investing in such future-ready inspection solutions, we are not only protecting our bottom line but also reinforcing our commitment to quality—a promise that our customers can count on.</span></p></div>
</div><div data-element-id="elm_-jLWL7lSM8a2S0RZ2BnIAw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="font-weight:bold;">FAQs</span></h3></div>
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<div data-element-id="elm_iD2_aPs76J9Rql3RdOvJvw" id="zpaccord-panel-elm_iD2_aPs76J9Rql3RdOvJvw" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_iD2_aPs76J9Rql3RdOvJvw"><div class="zpaccordion-element-container"><div data-element-id="elm_m2xloVvsklIoDEujjFq3Ww" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_gfGaZ9o-dQXrrk4zxStaeQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_mXmucsBX8RU9ZSYStjAM7g" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>Hyper-spectral imaging is a potent technique that combines spectroscopy and imaging capabilities. It allows for the comprehensive collection of data on the properties and makeup of surfaces and objects that is not achievable with traditional imaging technologies.</div></div></div>
</div></div></div></div></div><div data-element-id="elm_9ipOCYcNwAZFGuD3_OIPmQ" id="zpaccord-hdr-elm_7CVz2CTI5f2mrT5olsBinA" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What are the applications of hyper-spectral imaging technology?" data-content-id="elm_7CVz2CTI5f2mrT5olsBinA" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_7CVz2CTI5f2mrT5olsBinA" aria-label="What are the applications of hyper-spectral imaging technology?"><span class="zpaccordion-name">What are the applications of hyper-spectral imaging technology?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_7CVz2CTI5f2mrT5olsBinA" id="zpaccord-panel-elm_7CVz2CTI5f2mrT5olsBinA" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_7CVz2CTI5f2mrT5olsBinA"><div class="zpaccordion-element-container"><div data-element-id="elm_Um5klGLvz6HhIlSiEkyTAg" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_Zq7yUgyn-um1mJsKuqNfTA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_W1ydDjE9YK9YTCAQoFTrww" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="color:inherit;"><span style="font-size:11pt;">Unlike multi-band imaging, which measures dispersed spectral bands, hyper-spectral imaging measures continuous spectral bands. Engineers construct hyper-spectral sensors and processing systems for use in astronomy, agriculture, molecular biology, biomedical imaging, geosciences, physics, and surveillance.</span></span><br/></p></div>
</div></div></div></div></div><div data-element-id="elm_wYCh-NddDYqu0eL2nEpOSg" id="zpaccord-hdr-elm_DXBBiS_uZlKmSsHzJBicRA" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What is the big advantage of hyper-spectral?" data-content-id="elm_DXBBiS_uZlKmSsHzJBicRA" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_DXBBiS_uZlKmSsHzJBicRA" aria-label="What is the big advantage of hyper-spectral?"><span class="zpaccordion-name">What is the big advantage of hyper-spectral?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_DXBBiS_uZlKmSsHzJBicRA" id="zpaccord-panel-elm_DXBBiS_uZlKmSsHzJBicRA" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_DXBBiS_uZlKmSsHzJBicRA"><div class="zpaccordion-element-container"><div data-element-id="elm_5CD5fLjxL-JxCBZfiQrAwQ" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_P7TqiSDPvPi8bAkCZHXhlA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_5gqc1cWMLWwJ1U6VoTQ1iA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>By integrating spectral and geographical data, hyper-spectral imaging provides academics and government authorities with a multitude of information that enables in-depth investigation, material identification, and monitoring of several occurrences across disciplines.</div></div></div>
</div></div></div></div></div><div data-element-id="elm_zdl3iecX8z0jriy91BaFaA" id="zpaccord-hdr-elm_8qwW6MEtK84wAMjb57rGZg" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What are the applications of hyper-spectral image classification?" data-content-id="elm_8qwW6MEtK84wAMjb57rGZg" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_8qwW6MEtK84wAMjb57rGZg" aria-label="What are the applications of hyper-spectral image classification?"><span class="zpaccordion-name">What are the applications of hyper-spectral image classification?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_8qwW6MEtK84wAMjb57rGZg" id="zpaccord-panel-elm_8qwW6MEtK84wAMjb57rGZg" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_8qwW6MEtK84wAMjb57rGZg"><div class="zpaccordion-element-container"><div data-element-id="elm_iplzjkPdjFfzpQ47Jiz9Gw" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_Qrj2aK2q_bnFpnjDCu0yfg" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_5EfsjrWf5pG9Ppq-Ac1z4Q" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p style="margin-left:36pt;"><span style="font-size:11pt;">Professionals may promote sustainable practices in their domains, increase production, and guarantee safety by using hyper-spectral imaging.</span></p><p><span style="color:inherit;"></span></p><ul><li style="font-size:11pt;margin-left:36pt;"><p><span style="font-size:11pt;">Recycling and waste sorting.</span></p></li><li style="font-size:11pt;margin-left:36pt;"><p><span style="font-size:11pt;">Food safety and quality.</span></p></li><li style="font-size:11pt;margin-left:36pt;"><p><span style="font-size:11pt;">Exploration of minerals and oil</span></p></li><li style="font-size:11pt;margin-left:36pt;"><p><span style="font-size:11pt;">Characterisation of color and surface.&nbsp;</span></p></li><li style="font-size:11pt;margin-left:36pt;"><p><span style="font-size:11pt;">Pharmaceuticals.&nbsp;</span></p></li><li style="font-size:11pt;margin-left:36pt;"><p><span style="font-size:11pt;">Environmental observation.</span></p></li></ul></div>
</div></div></div></div></div><div data-element-id="elm_dZoQoNZoAaXodvLA5aIjsw" id="zpaccord-hdr-elm_izUeh3xLAmEo1qdBLHr4mA" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What are hyper-spectral image processing techniques?" data-content-id="elm_izUeh3xLAmEo1qdBLHr4mA" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_izUeh3xLAmEo1qdBLHr4mA" aria-label="What are hyper-spectral image processing techniques?"><span class="zpaccordion-name">What are hyper-spectral image processing techniques?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_izUeh3xLAmEo1qdBLHr4mA" id="zpaccord-panel-elm_izUeh3xLAmEo1qdBLHr4mA" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_izUeh3xLAmEo1qdBLHr4mA"><div class="zpaccordion-element-container"><div data-element-id="elm_IwJXRyNsZlXBK5cWIKaAKA" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_fTxCXdU_Bktz7tKD-wx5dw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_lOMk4H0r8CsEVA1cQZruYA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>Hyper-spectral image processing refers to the process of preprocessing, calibrating, and analyzing hyper-spectral data to remove defects, errors, and noise and correct sensor characteristics in order to extract meaningful spatial-spectral features for further analysis.</div></div></div>
</div></div></div></div></div><div data-element-id="elm_JVa4PrfXIlunPCTamXWIcQ" id="zpaccord-hdr-elm_z5neeNHBXCkDIcIvQOcUZg" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="Is hyper-spectral imaging expensive?" data-content-id="elm_z5neeNHBXCkDIcIvQOcUZg" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_z5neeNHBXCkDIcIvQOcUZg" aria-label="Is hyper-spectral imaging expensive?"><span class="zpaccordion-name">Is hyper-spectral imaging expensive?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_z5neeNHBXCkDIcIvQOcUZg" id="zpaccord-panel-elm_z5neeNHBXCkDIcIvQOcUZg" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_z5neeNHBXCkDIcIvQOcUZg"><div class="zpaccordion-element-container"><div data-element-id="elm_xgnUIoDHtCxnU2NI-sHswQ" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_5xd_KUEt28luDnrq38o8Cg" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_ve3Ia05rAyJHdY0GEL2PwA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>Hyper-spectral camera costs vary greatly based on several parameters, including model, brand, performance, and usage. Hyper-spectral cameras are generally more costly than regular cameras, typically costing between several thousand and tens of thousands of dollars. CHNSpec's hyper-spectral cameras range in price from USD 9,000 to USD 90,000. Assemble hyper-spectral cameras with different ranges, including 400-1000 nm, 900-1700 nm, 400-1700 nm, etc., but there are also some low- and mid-range models.</div></div></div>
</div></div></div></div></div><div data-element-id="elm_TkRbrbaWhXOGoyVaeynKnQ" id="zpaccord-hdr-elm_y7wB3IXV7mdWluYcj4ieUQ" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What is the main difference between an image and a hyper-spectral image?" data-content-id="elm_y7wB3IXV7mdWluYcj4ieUQ" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_y7wB3IXV7mdWluYcj4ieUQ" aria-label="What is the main difference between an image and a hyper-spectral image?"><span class="zpaccordion-name">What is the main difference between an image and a hyper-spectral image?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_y7wB3IXV7mdWluYcj4ieUQ" id="zpaccord-panel-elm_y7wB3IXV7mdWluYcj4ieUQ" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_y7wB3IXV7mdWluYcj4ieUQ"><div class="zpaccordion-element-container"><div data-element-id="elm_ib2XGKF42n6Y_Hr0Kiu2eQ" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column="false"><style type="text/css"></style><div data-element-id="elm_lE7iAtHp9o6ih6A5J8hw_Q" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_8heulGRbYDl9jezqZQ5VVQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>Hyperspectral imaging divides electromagnetic radiation into hundreds or even thousands of small spectral bands, unlike conventional imaging, which only records information in a few wide bands (such as red, green, and blue channels).</div></div></div>
</div></div></div></div></div></div></div></div></div></div></div></div> ]]></content:encoded><pubDate>Mon, 21 Oct 2024 06:09:37 +0000</pubDate></item><item><title><![CDATA[The Power of AI in Technical Textiles]]></title><link>https://www.robrosystems.com/blogs/post/the-power-of-ai-in-technical-textiles</link><description><![CDATA[AI has made its space in every sector an industry, and the technical textile industry is no exception. The industrial use of textiles is known as tech ]]></description><content:encoded><![CDATA[<div class="zpcontent-container blogpost-container "><div data-element-id="elm_cp-nfek5Td68R7OnBTDlpg" data-element-type="section" class="zpsection "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_xUc865heRB-9NAxPmZqCPA" data-element-type="row" class="zprow zprow-container zpalign-items- zpjustify-content- " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_1L00kDujSYiYOXrp-86Y9w" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- "><style type="text/css"></style><div data-element-id="elm_jS9SMEVAV3OgW66HIsOiCw" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_jS9SMEVAV3OgW66HIsOiCw"] .zpimage-container figure img { width: 1470px ; height: 500.72px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-fit zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
                type:fullscreen,
                theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="/The%20Power%20of%20AI%20in%20Technical%20Textiles%203.jpg" size="fit" data-lightbox="true"/></picture></span></figure></div>
</div><div data-element-id="elm_DOwru4lYRbK9R5Epuy3RTA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-center " data-editor="true"><p style="text-align:left;"><span style="color:inherit;font-size:20px;">AI has made its space in every sector an industry, and the technical textile industry is no exception. The industrial use of textiles is known as technical textiles; the industries include <span style="font-weight:bold;">automotive, medical, FIBC, geotextile, protective clothing</span>, and many more. These textiles are different from traditional textiles in their functionality. Integrating AI in technical textiles delivers unprecedented <span style="font-weight:bold;">efficiencies, precision, and innovations</span> to transform this specialized industry.&nbsp;</span><br/></p></div>
</div><div data-element-id="elm_AkgG8EjxyPGiwGRJdLSuXw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="font-weight:bold;">Key Features</span></h3></div>
<div data-element-id="elm_bq9nuO4BPGOOI4-1mwqvKg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div><div style="color:inherit;"><ul><li><span style="font-size:20px;">AI integration in technical textiles enhances <span style="font-weight:bold;">efficiencies, precision, and innovation</span> across industries like <span style="font-weight:bold;">automotive, healthcare, and manufacturing.</span></span></li><li><span style="font-size:20px;">The global technical textile market is valued at <span style="font-weight:bold;">$210.5 billion in 2023</span> and is expected to reach <span style="font-weight:bold;">$274.1 billion by 2027</span>, driven by increasing demand.</span></li><li><span style="font-size:20px;">AI aids in <span style="font-weight:bold;">optimizing material selection</span> and <span style="font-weight:bold;">performance predictions, leading to smarter</span>, more durable textile solutions.</span></li><li><span style="font-size:20px;"><span style="font-weight:bold;">Machine vision systems</span> powered by AI can significantly reduce <span style="font-weight:bold;">manufacturing defects, enhancing product quality and reducing waste by up to 30%</span>.</span></li><li><span style="font-size:20px;">AI contributes to developing smart textiles that respond to environmental stimuli, such as <span style="font-weight:bold;">temperature-adjusting fabrics</span> and <span style="font-weight:bold;">healthcare monitoring textiles.</span></span></li><li><span style="font-size:20px;">AI-powered automation, including robotic systems, streamlines labor-intensive textile processes like <span style="font-weight:bold;">weaving and stitching</span>.</span></li><li><span style="font-size:20px;">The adoption of AI in technical textiles can result in a <span style="font-weight:bold;">15% to 20% boost</span> in <span style="font-weight:bold;">operational efficiency</span> and <span style="font-weight:bold;">substantial cost savings</span>.</span></li></ul></div></div></div></div></div>
</div><div data-element-id="elm_-6ZmOmG_abiqBzTE7JDRPQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-weight:bold;">Industry Overview and Evolution</span></div></div></h2></div>
<div data-element-id="elm_kvB1D35ogSCDR8nBEdpL6Q" data-element-type="text" class="zpelement zpelem-text "><style> [data-element-id="elm_kvB1D35ogSCDR8nBEdpL6Q"].zpelem-text { color:#110B2D ; } [data-element-id="elm_kvB1D35ogSCDR8nBEdpL6Q"].zpelem-text :is(h1,h2,h3,h4,h5,h6){ color:#110B2D ; } </style><div class="zptext zptext-align-left " data-editor="true"><p><span style="font-size:20px;">As of <span style="font-weight:bold;">2023</span>, the <span style="font-weight:bold;">global technical textile </span>market is valued at approximately <span style="font-weight:bold;">$210.5 billion</span>, with projections to reach <span style="font-weight:bold;">$274.1 billion by 2027</span>, growing at a <span style="font-weight:bold;">CAGR of 6.5%</span> . As per <span style="font-weight:bold;"><a href="https://www.robrosystems.com/blogs/post/5-key-machine-vision-trends-and-advancements-in-industrial-automation" title="machine vision trends" target="_blank" rel=""><span style="color:rgb(43, 108, 212);">machine vision trends</span></a></span>, the increasing demand for textiles in industries like healthcare, construction construction, manufacturing, defense and automotive incentivizes, and automotive incentivizes the growth of technical textiles textiles. The Building's focus on sustainability and innovation accelerates the industry's progress towards integrating <span style="font-weight:bold;">AI and automation technologies</span> into processes.</span></p></div>
</div><div data-element-id="elm_EaaVEyLKBJSRkyGd8VXvwA" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-weight:bold;">The Role of AI in Technical Textiles</span></div></div></h2></div>
<div data-element-id="elm_pudOgAQiYAazj8VX-sJ4cQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="font-size:20px;">Integrated AI in technical textiles offers various opportunities across multiple areas– from production to design to supply chain management and quality control. Some of the key benefits of integrating AI include:&nbsp;</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;"><span style="font-weight:700;">1) Amplified Product Development</span></span></p><p><span style="font-size:20px;"><br/></span></p><p><span style="font-size:20px;">AI-driven software platforms for manufacturers enable the optimization of processes and material selection. Manufacturers could use AI to predict material selection and performance under various difficult conditions, leading to smarter and more durable textile solutions. For example, AI can model the best fabric compositions in the <span style="font-weight:bold;">medical textiles sector</span> to optimize comfort, <span style="font-weight:bold;">breathability</span>, and <span style="font-weight:bold;">infection resistance</span> for patient care.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;"><span style="font-weight:700;">2) Efficiency and Precision in Manufacturing</span></span></p><p><span style="font-size:20px;"><br/></span></p><p><span style="font-size:20px;"><span style="font-weight:bold;">Machine</span><span style="font-weight:bold;">learning</span> algorithms and <span style="font-weight:bold;">machine</span><span style="font-weight:bold;">vision</span><span style="font-weight:bold;">systems</span> can detect defects throughout manufacturing processes. AI-enabled weaving systems, for instance, can monitor every thread for breaks or defects, drastically reducing waste.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">KWIS is a practical illustration of this. <span style="font-weight:bold;"><a href="https://www.robrosystems.com/" title="Robro Systems" target="_blank" rel=""><span style="color:rgb(43, 108, 212);">Robro</span><span style="color:rgb(48, 4, 234);"></span><span style="color:rgb(43, 108, 212);">Systems</span></a></span> utilizes it for accurate inspection during FIBC production. This technology ensures zero-defect production by using AI for real-time inspection. Technical textiles might see a <span style="font-weight:bold;">30% reduction</span> in flaws with AI-based vision systems, resulting in cost savings and higher-quality products.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;"><span style="font-weight:700;">3) Waste Reduction and Sustainability</span></span></p><p><span style="font-size:20px;"><br/></span></p><p><span style="font-size:20px;">AI is crucial in reducing textile waste, a global concern. Integrating AI in processes can optimize the prediction of fabric waste and the reduction of material scrap.&nbsp;</span></p><p><span style="font-size:20px;"><br/></span></p><p><span style="font-size:20px;"><span style="font-weight:700;">4) Inspection and Quality Control</span></span></p><p><span style="font-size:20px;"><br/></span></p><p><span style="font-size:20px;">Quality control has generally been labor-intensive, leading to human errors and inconsistencies. By introducing machine vision systems with integrated AI, traditional systems are now capable of inspecting errors at a granular level.</span></p><p><span style="font-size:20px;"><span style="color:inherit;"></span></span></p></div>
</div><div data-element-id="elm_2GDFj-qRVwAe_F-K0zgZSw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-weight:bold;">AI Innovations in Technical Textiles</span></div></div></h2></div>
<div data-element-id="elm_RcNoVpd3fOyTbyuqGUArzg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="font-size:20px;"><span style="font-weight:700;">1) Smart Textiles</span>&nbsp;</span></p><p><span style="font-size:20px;"><br/></span></p><p><span style="font-size:20px;">AI has played a key role in developing &quot;intelligent&quot; or &quot;smart&quot; fabrics, which react to stimuli in their surroundings. Examples include materials with sensors integrated for sports and manufacturing, textiles that modify insulation levels in response to temperature, and textiles that track vital signs for healthcare uses.</span></p><p><span style="font-size:20px;"><br/></span></p><p><span style="font-size:20px;"><span style="font-weight:700;">2) Textile Robotics</span></span></p><p><span style="font-size:20px;"><br/></span></p><p><span style="font-size:20px;">AI-based robotics are now being used to automate intricate textile processes, such as weaving, dyeing, and stitching. Automation is crucial in textile manufacturing, and AI-powered robots optimize labor-intensive tasks.</span></p><p><span style="font-size:20px;"><br/></span></p><p><span style="font-size:20px;font-weight:700;">3) Personalized Textiles</span></p><p><span style="font-size:20px;"><br/></span></p><p><span style="font-size:20px;">With the growing demand for personalization, AI is helping manufacturers produce customized technical textiles. AI-driven platforms can analyze user preferences and generate personalized textile designs for specific industrial uses.</span></p></div>
</div><div data-element-id="elm_FNLK66LSxTBxeLDQ9Ofwgw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-weight:bold;">Industry Metrics and Growth Projections</span></div></div></h2></div>
<div data-element-id="elm_XJz95Yx3twzCBAgnRSQ2Pg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="font-size:20px;">The adoption of AI in technical textiles is expected to grow significantly in the next few years, with key metrics demonstrating its impact:</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><ul><li style="font-size:11pt;"><p><span style="font-size:20px;"><span style="font-weight:700;">AI in Manufacturing:</span> AI applications in the textile industry are expected to grow at a <span style="font-weight:bold;">CAGR of 11.4%</span> from <span style="font-weight:bold;">2022 to 2029</span>.</span></p></li><li style="font-size:11pt;"><p><span style="font-size:20px;"><span style="font-weight:700;">Reduction in Defects:</span> AI-powered quality control systems reduce defects in textile manufacturing by <span style="font-weight:bold;">20% to 30%,</span> improving yield and overall product quality.</span></p></li><li style="font-size:11pt;"><p><span style="color:inherit;font-size:20px;font-weight:700;">Operational Efficiency:</span><span style="color:inherit;font-size:20px;"> Factories employing AI in their production lines have reported a 1<span style="font-weight:bold;">5% to 20% increase</span> in operational efficiency, leading to cost savings and reduced labor needs</span></p></li></ul></div>
</div><div data-element-id="elm_JWr3FxkBYhnvWxO89vpW1w" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-weight:bold;">Case Study: AI-Powered Technical Textiles in Action</span></div></div></h2></div>
<div data-element-id="elm_jUABreNJ9-vBFgmDLmuzAg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="font-size:20px;">A significant real-world application of AI in technical textiles is evident in the <span style="font-weight:bold;">automotive industry</span>. BMW, a global leader in automotive manufacturing, uses AI to create high-performance textiles for car interiors. AI algorithms are employed to enhance fabric durability, anti-abrasion properties, and fire resistance, all while maintaining cost efficiency.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">Additionally, AI recycles post-industrial textile waste, integrating sustainability into production. BMW has reported a 25% reduction in textile waste since integrating AI in its manufacturing process.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">Another notable case is the use of AI in medical textiles. Smith+Nephew, a leading medical technology company, uses AI to develop smart bandages that monitor wound healing. These bandages are equipped with sensors that communicate with AI-driven platforms to provide real-time data on the wound environment, accelerating healing times and improving patient outcomes.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">The adoption of AI in technical textiles has its challenges. High initial investment costs, lack of skilled professionals, and concerns over data privacy and intellectual property are some of the industry's hurdles. However, the benefits far outweigh the risks, and the innovation potential is vast.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">As AI evolves, we expect to see even more transformative applications in technical textiles. The future is bright for those willing to invest in these cutting-edge technologies, from smart materials that respond to external stimuli to AI-powered design and manufacturing processes.</span></p><p><span style="font-size:20px;"><span style="color:inherit;"></span></span></p></div>
</div><div data-element-id="elm_cloIoT-usFeIF6FaFB3qzw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="color:inherit;font-weight:bold;">Conclusion</span></h2></div>
<div data-element-id="elm_z7Hxa7m66YeMcyFw0IWxDw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="font-size:20px;">The value of AI in technical textiles is obvious in its capacity to stimulate <span style="font-weight:bold;">innovation</span>, <span style="font-weight:bold;">minimize</span><span style="font-weight:bold;">waste</span>, <span style="font-weight:bold;">improve</span><span style="font-weight:bold;">quality</span>, and <span style="font-weight:bold;">increase</span><span style="font-weight:bold;">personalization</span>. With the increasing need for advanced textiles, artificial intelligence will surely have a greater influence on the sector's direction.</span></p><p><span style="color:inherit;font-size:20px;"><br/></span></p><p><span style="font-size:20px;">In order to maintain their competitiveness, manufacturers must adopt AI technology to streamline their workflows and create smarter and more effective textiles. With their Kiara Vision AI system, <a href="/company/contact" title="Robro Systems" rel="" style="font-weight:bold;"><span style="color:rgb(43, 108, 212);">Robro Systems</span></a> exemplifies how businesses may use AI to create better goods. The use of AI in technical textiles is not only a trend but also the way of the future for industries including <span style="font-weight:bold;">manufacturing, healthcare, and automotive.</span></span></p></div>
</div><div data-element-id="elm_YEMCF3wLcp6UV7BzpWYs3g" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="font-weight:bold;">FAQs</span></h3></div>
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<div data-element-id="elm_lGRhmNI8zxp_707rxNjw1g" id="zpaccord-panel-elm_lGRhmNI8zxp_707rxNjw1g" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_lGRhmNI8zxp_707rxNjw1g"><div class="zpaccordion-element-container"><div data-element-id="elm_BLvAb1Ts1GHQiqZi3Wh99Q" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_V1-A8gFhw96HcQi7vdS1fw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_7XsflkeSfptrfOQf6ay5fQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>Artificial intelligence (AI) is used in the textile manufacturing sector in several areas, including supply chain management, process optimisation, garment manufacturing, color matching, color recipe formulation, and pattern recognition. These applications aim to improve customer satisfaction, increase productivity, minimize environmental impact, and improve product quality and competitiveness.</div></div></div>
</div></div></div></div></div><div data-element-id="elm_TB3-01SR-P4vDF27Xytzeg" id="zpaccord-hdr-elm_iFXAHLwfOzkXnkkvrco_eQ" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="How is AI reshaping the textile industry?" data-content-id="elm_iFXAHLwfOzkXnkkvrco_eQ" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_iFXAHLwfOzkXnkkvrco_eQ" aria-label="How is AI reshaping the textile industry?"><span class="zpaccordion-name">How is AI reshaping the textile industry?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_iFXAHLwfOzkXnkkvrco_eQ" id="zpaccord-panel-elm_iFXAHLwfOzkXnkkvrco_eQ" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_iFXAHLwfOzkXnkkvrco_eQ"><div class="zpaccordion-element-container"><div data-element-id="elm_fqBx_cUHtTfhuJFfMdEbSA" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_Cs5E9KT8H-J5vj8r1oomYw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_jOTZskfyZJ_rkPk_joxEvA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="color:inherit;">The influence of AI extends beyond design and into manufacturing. AI-driven machinery optimizes textile production processes, including knitting, dyeing, and weaving. These clever devices monitor output in real-time and react instantly to guarantee accuracy and save waste.</span><br/></p></div>
</div></div></div></div></div><div data-element-id="elm_-kyBuqBQJF1gX_Te0PpIqA" id="zpaccord-hdr-elm_bYzYegkPzNYi4XBM34WDVg" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="How is machine learning used in the textile industry?" data-content-id="elm_bYzYegkPzNYi4XBM34WDVg" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_bYzYegkPzNYi4XBM34WDVg" aria-label="How is machine learning used in the textile industry?"><span class="zpaccordion-name">How is machine learning used in the textile industry?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_bYzYegkPzNYi4XBM34WDVg" id="zpaccord-panel-elm_bYzYegkPzNYi4XBM34WDVg" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_bYzYegkPzNYi4XBM34WDVg"><div class="zpaccordion-element-container"><div data-element-id="elm_l05SUQq8WEDSsXHR13SlFA" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_VUt9c3X91OomW_7fZNnG7g" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_WuF4oqjmuB58zs2IITprDQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>ML transforms our understanding of fashion textiles from the manufacturing floor to the final customer. ML techniques become crucial facilitators behind the scenes in textile plants. Algorithms can chase trends in real time, optimize manufacturing, and save operating expenses by analyzing large data sets.</div></div></div>
</div></div></div></div></div><div data-element-id="elm_OcvEsnnFaqiaLW90K9kskw" id="zpaccord-hdr-elm_RMqWWUT8LfE-Ny5sEMaxtg" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What inventions transformed the textile industry?" data-content-id="elm_RMqWWUT8LfE-Ny5sEMaxtg" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_RMqWWUT8LfE-Ny5sEMaxtg" aria-label="What inventions transformed the textile industry?"><span class="zpaccordion-name">What inventions transformed the textile industry?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_RMqWWUT8LfE-Ny5sEMaxtg" id="zpaccord-panel-elm_RMqWWUT8LfE-Ny5sEMaxtg" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_RMqWWUT8LfE-Ny5sEMaxtg"><div class="zpaccordion-element-container"><div data-element-id="elm_w7KPOV3bVKzRPoNz04SUyQ" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_a_QYLkf-gjt1I2xCDsoTDQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_q-0S96mooL6kf_NmKaDLwg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>Many new technologies, like the cotton gin, spinning frame, and flying shuttle, had a significant influence on the textile industry. However, James Hargreaves' creation of the Spinning Jenny is credited for transferring the textile industry from houses to factories.</div></div></div>
</div></div></div></div></div><div data-element-id="elm_RQiYcW1Zzwye6XNeUJe5SQ" id="zpaccord-hdr-elm_JSkbfgGWBulsUrFhSuoRMg" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="How are smart textiles used?" data-content-id="elm_JSkbfgGWBulsUrFhSuoRMg" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_JSkbfgGWBulsUrFhSuoRMg" aria-label="How are smart textiles used?"><span class="zpaccordion-name">How are smart textiles used?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_JSkbfgGWBulsUrFhSuoRMg" id="zpaccord-panel-elm_JSkbfgGWBulsUrFhSuoRMg" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_JSkbfgGWBulsUrFhSuoRMg"><div class="zpaccordion-element-container"><div data-element-id="elm_uJSDK1bOYzufl1qO2enDBw" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_Uy8hM2U3L6vrCMpRGoU1DA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_CYP2oOS4TIqF0_LpBBfXJg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>Medical personnel can use smart textiles to track and monitor the health of newborns, general health issues, illnesses, and medical ailments in order to better follow and comprehend their patients and the course of their treatments.</div></div></div>
</div></div></div></div></div><div data-element-id="elm_HGFx7OkOCSsS20VwMEscVg" id="zpaccord-hdr-elm_LksghEkbWusm1DVhqfkTSA" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What is a new innovation in the textile industry?" data-content-id="elm_LksghEkbWusm1DVhqfkTSA" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_LksghEkbWusm1DVhqfkTSA" aria-label="What is a new innovation in the textile industry?"><span class="zpaccordion-name">What is a new innovation in the textile industry?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_LksghEkbWusm1DVhqfkTSA" id="zpaccord-panel-elm_LksghEkbWusm1DVhqfkTSA" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_LksghEkbWusm1DVhqfkTSA"><div class="zpaccordion-element-container"><div data-element-id="elm_GXQWMG-CaFkheSQB_M4Zew" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_kG4ZwIKgMoG8WGwUywiaeQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_C79de8HhSPlrPPLG3hvehg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>Smart materials and wearable technologies have redefined the fundamental nature of clothing. These technologies stand at a critical nexus of fashion and cutting-edge innovation. These textiles represent a step towards a future in which clothes function as an extension of the wearer, going beyond the simple integration of sensors and conductive elements.</div></div></div>
</div></div></div></div></div><div data-element-id="elm_j0UZ1nCiUym00R_lBcDAdg" id="zpaccord-hdr-elm_IGZz7Z24PVtFxdDRn7yMiQ" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What machine helped revolutionize the textile industry?" data-content-id="elm_IGZz7Z24PVtFxdDRn7yMiQ" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_IGZz7Z24PVtFxdDRn7yMiQ" aria-label="What machine helped revolutionize the textile industry?"><span class="zpaccordion-name">What machine helped revolutionize the textile industry?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_IGZz7Z24PVtFxdDRn7yMiQ" id="zpaccord-panel-elm_IGZz7Z24PVtFxdDRn7yMiQ" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_IGZz7Z24PVtFxdDRn7yMiQ"><div class="zpaccordion-element-container"><div data-element-id="elm_fw8TCwwuNr7oLp-5g6RV4w" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_ItYmUNoIfLON_U9Q1PB48A" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_gHOuClB77nwquQcpIfYJyQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p><span style="color:inherit;">Spinning Jenny</span><br/></p></div>
</div></div></div></div></div></div></div></div></div></div></div></div> ]]></content:encoded><pubDate>Wed, 09 Oct 2024 10:51:46 +0000</pubDate></item><item><title><![CDATA[5 Key Machine Vision Trends and Advancements in Industrial Automation]]></title><link>https://www.robrosystems.com/blogs/post/5-key-machine-vision-trends-and-advancements-in-industrial-automation</link><description><![CDATA[<img align="left" hspace="5" src="https://www.robrosystems.com/5 Key Machine Vision Trends and Advancements in Industrial Automation 1.jpg"/>With the key machine vision trends such as AI integration, 3D imaging, hyper-spectral imaging, and edge computing shaping the future of this technology, machine vision is poised to revolutionize manufacturing processes across industries.]]></description><content:encoded><![CDATA[<div class="zpcontent-container blogpost-container "><div data-element-id="elm_YQLRU7ZdSCyhMe_5Yrdp1g" data-element-type="section" class="zpsection "><style type="text/css"></style><div class="zpcontainer-fluid zpcontainer"><div data-element-id="elm_AU_8JQyaSIe_dYrujM3USw" data-element-type="row" class="zprow zprow-container zpalign-items- zpjustify-content- " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_v51bLtVjSTiLgy578fo2jg" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- "><style type="text/css"></style><div data-element-id="elm_rkKJEmg_jEuPXuIxzhE9ZA" data-element-type="image" class="zpelement zpelem-image "><style> @media (min-width: 992px) { [data-element-id="elm_rkKJEmg_jEuPXuIxzhE9ZA"] .zpimage-container figure img { width: 1470px ; height: 500.72px ; } } </style><div data-caption-color="" data-size-tablet="" data-size-mobile="" data-align="center" data-tablet-image-separate="false" data-mobile-image-separate="false" class="zpimage-container zpimage-align-center zpimage-tablet-align-center zpimage-mobile-align-center zpimage-size-fit zpimage-tablet-fallback-fit zpimage-mobile-fallback-fit hb-lightbox " data-lightbox-options="
                type:fullscreen,
                theme:dark"><figure role="none" class="zpimage-data-ref"><span class="zpimage-anchor" role="link" tabindex="0" aria-label="Open Lightbox" style="cursor:pointer;"><picture><img class="zpimage zpimage-style-none zpimage-space-none " src="/5%20Key%20Machine%20Vision%20Trends%20and%20Advancements%20in%20Industrial%20Automation.jpg" size="fit" data-lightbox="true"/></picture></span></figure></div>
</div><div data-element-id="elm_Nc5TgZxSTaapTaIUlJ952Q" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-center " data-editor="true"><div style="color:inherit;"><div style="text-align:left;"><div style="color:inherit;"><div style="color:inherit;"><div style="color:inherit;"><div style="color:inherit;"><div style="color:inherit;"><div style="color:inherit;"><div><span style="font-size:20px;">The landscape of industrial automation is transforming, driven by rapid advancements in machine vision technology. As other industries struggle towards higher efficiency, precision, and quality, machine vision emerged as a pivotal enabler, revolutionizing the monitoring, control, and optimization of industrial manufacturing processes for quality.&nbsp;</span></div><div><br/></div><div><span style="font-size:20px;">Here, we will explore the latest trends and advancements in machine vision, which are shaping the future of industrial automation for quality and precision.</span></div></div></div></div></div></div></div></div></div></div>
</div><div data-element-id="elm_wA-IN_2zXDr2cpdhB9YsJQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h1
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-weight:bold;">The Evolution of Machine Vision in Industrial Automation</span></div></div></h1></div>
<div data-element-id="elm_s6UJlOwqT5O8b3GPZch0lQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div style="color:inherit;"><div><span style="font-size:20px;">Machine vision uses cameras and image processing algorithms to enable machines to see and interpret data visually. It has come a long way since its inception. At first, it was developed for basic inspection tasks, machine vision has evolved into specific tools capable of handling complex operations across various industries.&nbsp;</span></div><div><br/></div><div><span style="font-size:20px;">The integration of artificial intelligence (AI), deep learning, and advanced imaging technologies has further enhanced the capabilities of machine vision systems, making them indispensable in modern manufacturing environments.</span></div></div></div></div></div>
</div><div data-element-id="elm_BJf4MnjhB1l5r9E2ZN2dKQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-weight:bold;">Key Machine Vision Trends for Industrial Automation</span></div></div></h2></div>
<div data-element-id="elm_-aDiepibs0ctdTknfw3ofw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-size:30px;">1) Artificial Intelligence and Deep Learning Integration&nbsp;</span></div></div></h3></div>
<div data-element-id="elm_QzAmb0vXSwYCHhpxwsmZpg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div><span style="font-size:20px;">One of the most significant trends in machine vision is the integration of <span style="font-weight:bold;">AI and deep learning algorithms</span>. Traditional machine vision systems rely on predefined rules and algorithms to process images and identify defects or anomalies. However, these systems had limitations when dealing with complex patterns or variations.</span></div><div><br/></div><div><span style="font-size:20px;">AI and deep learning have revolutionized this aspect by enabling machine vision systems to learn from data, recognize intricate patterns, and make decisions more accurately. This is particularly useful in industries where products have subtle variations or where defects are challenging to detect using conventional methods.</span></div><div><br/></div><div><span style="font-size:20px;">For instance, deep learning-powered machine vision systems in the electronics industry can accurately identify defects in <span style="font-weight:bold;">printed circuit boards (PCBs)</span> that would be difficult to detect using traditional methods. This improves product quality and reduces the need for manual inspections, leading to significant cost savings.</span></div></div></div></div>
</div><div data-element-id="elm_KOfEe9y7NzfjBapgUctcLQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div>2) 3D Imaging and Sensing&nbsp;</div></div></h3></div>
<div data-element-id="elm_YXNpFCoZHi1tSBStuewjKQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div><span style="font-size:20px;">Another major trend in machine vision is adopting <span style="font-weight:bold;">3D imaging and sensing technologies</span>. While traditional machine vision systems relied on 2D imaging, this approach's limitations became apparent in applications where depth information is critical.</span></div><br/><div><span style="font-size:20px;"><span style="color:inherit;">3D imaging provides a more comprehensive view of objects, allowing for precise measurements, shape recognition, and spatial analysis. This is particularly valuable in automotive manufacturing industries, where components must be accurately aligned and assembled.</span><br/></span></div><div><br/></div><div><span style="font-size:20px;">For example,<span style="font-weight:bold;"> 3D machine vision systems</span> are used in robotic guidance applications. They enable robots to pick and place objects accurately, even in complex environments. This improves the efficiency of assembly processes and reduces the risk of errors..</span></div></div></div></div>
</div><div data-element-id="elm_sBN5XnAn9teG2xTmD6z8Fw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div>3) Hyper-spectral and Multi-spectral Imaging</div></div></h3></div>
<div data-element-id="elm_RwRoFsUb-A2G49-ZEMnBSA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div><div><div><span style="font-size:20px;"><a href="https://www.robrosystems.com/blogs/post/hyper-spectral-and-multi-spectral-remote-sensing-in-industrial-automation" title="Hyper-spectral and multi-spectral imaging" target="_blank" rel="">Hyper-spectral and multi-spectral imaging</a> are emerging as powerful tools in machine vision for industrial automation. Unlike traditional imaging, which captures information in the visible spectrum, these technologies capture data across multiple wavelengths, including those beyond the visible range.</span></div></div>
</div><div><br/></div><div><span style="font-size:20px;">This enables machine vision systems to detect subtle differences in materials, identify contaminants, and perform detailed chemical analyses. In the food and beverage industry, hyper-spectral imaging can be used to inspect the quality of raw materials, detect foreign objects, and ensure that products meet safety standards.</span></div>
<div><br/></div><div><span style="font-size:20px;">According to a report by <span style="font-weight:bold;">MarketsandMarkets</span>, the global hyper-spectral imaging market is projected to grow from USD 10.7 billion in 2021 to USD 23.2 billion by 2026 at a compound annual growth rate (CAGR) of 17.5%. This growth highlights the increasing adoption of <span style="font-weight:bold;">hyper-spectral imaging</span> in industrial automation for quality control and inspection.</span></div>
</div></div></div></div><div data-element-id="elm_enTO3M7IS8KNNbYkqnQIig" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div>4) Edge Computing and IoT Integration</div></div></div></h3></div>
<div data-element-id="elm_C8cY7XmPgijfNXHgsJ0uJQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div><span style="font-size:20px;">The integration of <span style="font-weight:bold;">edge computing and the Industrial Internet of Things (IIoT)</span> transforms how machine vision systems operate. Traditionally, machine vision systems relied on centralized processing, where data captured by cameras was sent to a central server for analysis. However, this approach often led to latency issues, particularly in time-sensitive applications.</span></div><br/><div><span style="font-size:20px;"><span style="color:inherit;">Edge computing addresses this challenge by enabling data processing at the network's edge, closer to where the data is generated. This reduces latency, enhances real-time decision-making, and improves overall system performance.</span><br/></span></div><br/><div><span style="font-size:20px;"><span style="color:inherit;">Moreover, combining machine vision with IIoT allows for seamless data exchange between devices and systems. This connectivity enables manufacturers to monitor real-time production processes, detect anomalies, and optimize operations based on data-driven insights.</span><br/></span></div><div><br/></div><div><span style="font-size:20px;">According to a report by<span style="font-weight:bold;"> Allied Market Research</span>, the global edge computing market is expected to reach USD 61.1 billion by 2028, growing at a CAGR of 32.1% from 2021 to 2028. This growth underscores the importance of edge computing in enhancing the capabilities of machine vision systems in industrial automation.</span></div></div></div></div>
</div><div data-element-id="elm_ORILY_tY6DFWen8fP1xs4A" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div>5) Advanced Robotics and Collaborative Robots (Cobots)&nbsp;</div></div></h3></div>
<div data-element-id="elm_0TZCNwOv9NMaTJIJTSOGqQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div><span style="font-size:20px;">Machine vision is crucial in developing advanced robotics, collaborative robots, or<span style="font-weight:bold;"> cobots</span>. These robots are designed to work alongside human operators, enhancing productivity and safety in manufacturing environments.</span></div><div><br/></div><div><span style="font-size:20px;">Machine vision systems enable cobots to perceive their surroundings, identify objects, and perform highly precise tasks. This is particularly valuable in applications such as assembly, where cobots can assist human workers by handling repetitive tasks, reducing the risk of errors, and improving overall efficiency.</span></div><div><br/></div><div><span style="font-size:20px;">In the automotive industry, for example, cobots equipped with machine vision assemble components, inspect parts, and perform quality control checks. This speeds up the production process and ensures that products meet stringent quality standards.</span></div></div></div></div>
</div><div data-element-id="elm_y_O1yOdVF6g_V52gh0FA9g" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="color:inherit;font-weight:bold;">Increased Adoption of Cloud Based Machine Vision Solutions</span></h2></div>
<div data-element-id="elm_Z6VysjN3aH6wJDzNbwNHUQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div><span style="font-size:20px;">Another notable trend in industrial automation is the shift towards cloud-based machine vision solutions. Cloud computing offers several advantages, including scalability, flexibility, and the ability to process large volumes of data.</span></div><div><br/></div><div><span style="font-size:20px;">Cloud-based machine vision systems allow manufacturers to store and analyze visual data on remote servers, enabling real-time monitoring and decision-making across multiple production sites. This is particularly useful for global manufacturers who must ensure consistency and quality across their operations.</span></div><div><br/></div><div><span style="font-size:20px;">Moreover, cloud-based solutions facilitate the deployment of AI and deep learning algorithms, allowing machine vision systems to improve their performance based on new data continuously. This results in more accurate inspections, reduced downtime, and increased overall efficiency.</span></div></div></div></div>
</div><div data-element-id="elm_MWjKC9W6vGiA7_37_Tl00A" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="color:inherit;font-weight:bold;">Real-world Applications of Machine Vision in Industrial Automation</span></h2></div>
<div data-element-id="elm_W_5CHe85nmWWrGGpROJJUA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-size:20px;">The advancements in machine vision technology are being leveraged across various industries to enhance automation and efficiency. Here are a few real-world applications:</span></div></div></div>
</div><div data-element-id="elm_L3PxU4jV1vA6B6VZ3aFaSQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div>1) Automotive Industry</div></div></h3></div>
<div data-element-id="elm_CaKSZMi6aFtWOosSE9sF3Q" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-size:20px;">Machine vision systems inspect engine components, ensure proper part alignment, and guide robotic arms in assembly lines. This leads to higher precision, reduced defects, and faster production times.</span></div></div></div>
</div><div data-element-id="elm_SnnrACqYGmSAGvxLZZRSOw" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div>2) Electronics Manufacturing</div></div></h3></div>
<div data-element-id="elm_2aRA1CreS4F_nPvnx5AcUw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-size:20px;">In the electronics industry, machine vision systems inspect PCBs for defects, ensuring that only high-quality components are used in final products. This minimizes the risk of product failures and recalls.</span></div></div></div>
</div><div data-element-id="elm_CxR6jJ2Wf1LKs6o4FkgRJA" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div>3) Food and Beverage Industry</div></div></h3></div>
<div data-element-id="elm_OJHXrIfcRSpy2seiORbpZg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-size:20px;">Machine vision systems inspect the quality and safety of food products, detect foreign objects, and ensure compliance with safety regulations. This enhances product quality and protects consumer health.</span></div></div></div>
</div><div data-element-id="elm_dBkL0ggVZtBagJBv2E_B0A" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h3
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div>4) Pharmaceutical Industry</div></div></h3></div>
<div data-element-id="elm_av4fWFda4GlLlR9_sbhO8A" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-size:20px;">In the pharmaceutical sector, machine vision is used to inspect packaging, verify labels, and ensure that products meet regulatory standards. This reduces the risk of errors and ensures that only safe, compliant products reach consumers.</span></div></div></div>
</div><div data-element-id="elm_YVaRXSQAYind2CjPxKwQPg" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><div style="color:inherit;"><div><span style="font-weight:bold;">The Future of Machine Vision in Industrial Automation</span></div></div></h2></div>
<div data-element-id="elm_KD4BxdVEEBQZzzh4w6mjUg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div><span style="font-size:20px;">The future of machine vision in industrial automation is promising, with continuous advancements expected in AI, deep learning, imaging technologies, and connectivity. As industries embrace these innovations, machine vision will play an increasingly vital role in driving efficiency, improving quality, and reducing costs.</span></div><div><br/></div><div><span style="font-size:20px;">Furthermore, the growing emphasis on sustainability and energy efficiency will drive the adoption of machine vision systems that optimize resource utilization and minimize waste. Machine vision will contribute to a more sustainable and efficient industrial landscape by enabling manufacturers to achieve sustainability goals.</span></div></div></div></div>
</div><div data-element-id="elm_7tLwUOH30v58i0BRYttIxQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="color:inherit;font-weight:bold;">Conclusion</span></h2></div>
<div data-element-id="elm_b3KCLsr2ET4tFWPhZ7no3g" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div style="color:inherit;"><div><span style="font-size:20px;">Machine vision is at the forefront of the transformation in industrial automation, offering unparalleled capabilities for enhancing efficiency, precision, and quality. With trends such as AI integration, 3D imaging, hyper-spectral imaging, and edge computing shaping the future of this technology, machine vision is poised to revolutionize manufacturing processes across industries.</span></div><div><br/></div><div><a href="/company/contact" title="Robro Systems" target="_blank" rel=""><span style="font-size:20px;">Robro Systems</span></a><span style="font-size:20px;"> is a leader in providing cutting-edge machine vision solutions that empower manufacturers to achieve higher efficiency and quality in their operations. Our expertise in AI-powered machine vision, advanced robotics, and industrial automation enables us to deliver tailored solutions that meet your business's unique needs. Contact us today to learn how our innovative technologies, including KWIS, can help you stay ahead of the competition and achieve your automation goals.</span></div></div></div></div>
</div><div data-element-id="elm_7lZ6cT-aUqqMJz6UTHfhpQ" data-element-type="heading" class="zpelement zpelem-heading "><style></style><h2
 class="zpheading zpheading-style-none zpheading-align-left " data-editor="true"><span style="font-weight:bold;">FAQs</span></h2></div>
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<div data-element-id="elm_BJNIyTilDbD5BAAOghpfqQ" id="zpaccord-panel-elm_BJNIyTilDbD5BAAOghpfqQ" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_BJNIyTilDbD5BAAOghpfqQ"><div class="zpaccordion-element-container"><div data-element-id="elm_kl8d2N8OJTVVFZI2cPyyOA" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_05i2AWeCxmN25b7C4uXUcQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_tHSjjfNNgL_4B4LDaAXrZw" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p style="margin-left:36pt;"><span style="font-size:11pt;">Industrial equipment can now &quot;see&quot; what it is doing and act quickly by making judgements based on what it perceives thanks to machine vision technology. Machine vision is mostly used for visual inspection and flaw detection, part location and measurement, and product identification, sorting, and tracking.</span></p></div>
</div></div></div></div></div><div data-element-id="elm_JjMJk6TvdPsm3jYtaWXp6Q" id="zpaccord-hdr-elm_pcKRUPj8tDc-quCK1J9Qng" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What are the 5 ways in which automation has helped in the manufacturing industry?" data-content-id="elm_pcKRUPj8tDc-quCK1J9Qng" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_pcKRUPj8tDc-quCK1J9Qng" aria-label="What are the 5 ways in which automation has helped in the manufacturing industry?"><span class="zpaccordion-name">What are the 5 ways in which automation has helped in the manufacturing industry?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_pcKRUPj8tDc-quCK1J9Qng" id="zpaccord-panel-elm_pcKRUPj8tDc-quCK1J9Qng" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_pcKRUPj8tDc-quCK1J9Qng"><div class="zpaccordion-element-container"><div data-element-id="elm_FmdCX7W36YK2NZV5Y4Hd8Q" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_jOt2bc_PrakGEQ-JFucoMQ" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_H0tgtIxOaqeDSAXPtiOeJQ" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>1. Making Processes Faster and More Efficient</div><div>2. Collecting Data Through Digital Twinning</div><div>3.&nbsp; Increasing Safety Through Robotics</div><div>4. Focusing on Logistics for Better Processes</div><div>5. Changing the Manufacturing Process Through 3D Printing</div></div></div>
</div></div></div></div></div><div data-element-id="elm_mxInlGQ28ok7TguUwEO9zA" id="zpaccord-hdr-elm_Az1jIMPely52RHTAudtyaQ" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What are the key components in a machine vision system?" data-content-id="elm_Az1jIMPely52RHTAudtyaQ" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_Az1jIMPely52RHTAudtyaQ" aria-label="What are the key components in a machine vision system?"><span class="zpaccordion-name">What are the key components in a machine vision system?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_Az1jIMPely52RHTAudtyaQ" id="zpaccord-panel-elm_Az1jIMPely52RHTAudtyaQ" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_Az1jIMPely52RHTAudtyaQ"><div class="zpaccordion-element-container"><div data-element-id="elm_7A3eTMMYhTorRI5qzaHKGg" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_Tljt9fxNK-CQl0y2wAhaHA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_iYr8_qFbbWdLIwKYtl9ozA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>A machine vision system consists of many essential components, including the image sensor, optical assembly, electronic acquisition, computing and storage systems, preprocessing and classification methods, imaging and software strategy, and computing and storage systems.</div></div></div>
</div></div></div></div></div><div data-element-id="elm_NOmTmG8knOx-3fiMZko1Vw" id="zpaccord-hdr-elm_uFotqAZR05MX7cKqLwHZZw" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What is the future of automation in manufacturing?" data-content-id="elm_uFotqAZR05MX7cKqLwHZZw" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_uFotqAZR05MX7cKqLwHZZw" aria-label="What is the future of automation in manufacturing?"><span class="zpaccordion-name">What is the future of automation in manufacturing?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_uFotqAZR05MX7cKqLwHZZw" id="zpaccord-panel-elm_uFotqAZR05MX7cKqLwHZZw" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_uFotqAZR05MX7cKqLwHZZw"><div class="zpaccordion-element-container"><div data-element-id="elm_NJ4bIjphk7j9uM-JGDNv1Q" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_O9LmocWRiJY0VPmdC9hw4w" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_Z--_dpsFn2Q2aOJ3XuRCfg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><p style="margin-left:36pt;"><span style="font-size:11pt;">Automation in manufacturing will probably take the form of a balance between humans and machines, with an emphasis on using technology to improve sustainability, productivity, and quality.</span></p></div>
</div></div></div></div></div><div data-element-id="elm_whe05FNINyRAKKUwWl0MXA" id="zpaccord-hdr-elm_vy8RlWQoOaSGmpTEuu4YyA" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What is the scope of automation by 2030?What is the scope of automation by 2030?" data-content-id="elm_vy8RlWQoOaSGmpTEuu4YyA" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_vy8RlWQoOaSGmpTEuu4YyA" aria-label="What is the scope of automation by 2030?What is the scope of automation by 2030?"><span class="zpaccordion-name">What is the scope of automation by 2030?What is the scope of automation by 2030?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_vy8RlWQoOaSGmpTEuu4YyA" id="zpaccord-panel-elm_vy8RlWQoOaSGmpTEuu4YyA" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_vy8RlWQoOaSGmpTEuu4YyA"><div class="zpaccordion-element-container"><div data-element-id="elm_GSUGNael2G2W5WQj3FRm-Q" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_ORWXV3VV1fH2PJRLlAgyaw" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_4mk1q8K8fA5MSBLcgpim8Q" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>It has been estimated that between 2016 and 2030, automation might displace 400 million jobs, or around 15% of the world's employment. This represents our midway estimate for the rate and extent of adoption.</div></div></div>
</div></div></div></div></div><div data-element-id="elm_DAcxN14-_DNLZ3fNjtWS_Q" id="zpaccord-hdr-elm_gyvESKD8UOutOEpdTMp_Xg" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="Which automation tool will be in demand in future?" data-content-id="elm_gyvESKD8UOutOEpdTMp_Xg" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_gyvESKD8UOutOEpdTMp_Xg" aria-label="Which automation tool will be in demand in future?"><span class="zpaccordion-name">Which automation tool will be in demand in future?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_gyvESKD8UOutOEpdTMp_Xg" id="zpaccord-panel-elm_gyvESKD8UOutOEpdTMp_Xg" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_gyvESKD8UOutOEpdTMp_Xg"><div class="zpaccordion-element-container"><div data-element-id="elm_hB9DbouIAhdqlMj4ijFS0g" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_X_FYEGhG2i_aLJNkmKZwgA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_2npnYptTmRJjaisjTrIfCg" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>Selenium has been a well-liked option for web application testing, and in 2024 it's probably going to be one of the best options still. It also has many features, is extensively used, and is compatible with many programming languages.</div></div></div>
</div></div></div></div></div><div data-element-id="elm_HWWOGijTRWINE8i99Yok0Q" id="zpaccord-hdr-elm_7WPUA76Rf7R-AQ46TrhWXg" data-element-type="accordionheader" class="zpelement zpaccordion " data-tab-name="What is the objective for industrial automation?" data-content-id="elm_7WPUA76Rf7R-AQ46TrhWXg" style="margin-top:0;" tabindex="0" role="button" aria-expanded="false" aria-controls="zpaccord-panel-elm_7WPUA76Rf7R-AQ46TrhWXg" aria-label="What is the objective for industrial automation?"><span class="zpaccordion-name">What is the objective for industrial automation?</span><span class="zpaccordionicon zpaccord-icon-inactive"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M98.9,184.7l1.8,2.1l136,156.5c4.6,5.3,11.5,8.6,19.2,8.6c7.7,0,14.6-3.4,19.2-8.6L411,187.1l2.3-2.6 c1.7-2.5,2.7-5.5,2.7-8.7c0-8.7-7.4-15.8-16.6-15.8v0H112.6v0c-9.2,0-16.6,7.1-16.6,15.8C96,179.1,97.1,182.2,98.9,184.7z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M128,169.174c-1.637,0-3.276-0.625-4.525-1.875l-56.747-56.747c-2.5-2.499-2.5-6.552,0-9.05c2.497-2.5,6.553-2.5,9.05,0 L128,153.722l52.223-52.22c2.496-2.5,6.553-2.5,9.049,0c2.5,2.499,2.5,6.552,0,9.05l-56.746,56.747 C131.277,168.549,129.638,169.174,128,169.174z M256,128C256,57.42,198.58,0,128,0C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128 C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2c-63.522,0-115.2-51.679-115.2-115.2 C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,298.3L256,298.3L256,298.3l174.2-167.2c4.3-4.2,11.4-4.1,15.8,0.2l30.6,29.9c4.4,4.3,4.5,11.3,0.2,15.5L264.1,380.9c-2.2,2.2-5.2,3.2-8.1,3c-3,0.1-5.9-0.9-8.1-3L35.2,176.7c-4.3-4.2-4.2-11.2,0.2-15.5L66,131.3c4.4-4.3,11.5-4.4,15.8-0.2L256,298.3z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H288V94.6c0-16.9-14.3-30.6-32-30.6c-17.7,0-32,13.7-32,30.6V224H94.6C77.7,224,64,238.3,64,256 c0,17.7,13.7,32,30.6,32H224v129.4c0,16.9,14.3,30.6,32,30.6c17.7,0,32-13.7,32-30.6V288h129.4c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span><span class="zpaccordionicon zpaccord-icon-active"><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-1"><path d="M413.1,327.3l-1.8-2.1l-136-156.5c-4.6-5.3-11.5-8.6-19.2-8.6c-7.7,0-14.6,3.4-19.2,8.6L101,324.9l-2.3,2.6 C97,330,96,333,96,336.2c0,8.7,7.4,15.8,16.6,15.8v0h286.8v0c9.2,0,16.6-7.1,16.6-15.8C416,332.9,414.9,329.8,413.1,327.3z"></path></svg><svg aria-hidden="true" viewBox="0 0 256 256" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-2"><path d="M184.746,156.373c-1.639,0-3.275-0.625-4.525-1.875L128,102.278l-52.223,52.22c-2.497,2.5-6.55,2.5-9.05,0 c-2.5-2.498-2.5-6.551,0-9.05l56.749-56.747c1.2-1.2,2.828-1.875,4.525-1.875l0,0c1.697,0,3.325,0.675,4.525,1.875l56.745,56.747 c2.5,2.499,2.5,6.552,0,9.05C188.021,155.748,186.383,156.373,184.746,156.373z M256,128C256,57.42,198.58,0,128,0 C57.42,0,0,57.42,0,128c0,70.58,57.42,128,128,128C198.58,256,256,198.58,256,128z M243.2,128c0,63.521-51.679,115.2-115.2,115.2 c-63.522,0-115.2-51.679-115.2-115.2C12.8,64.478,64.478,12.8,128,12.8C191.521,12.8,243.2,64.478,243.2,128z"></path></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-3"><path d="M256,213.7L256,213.7L256,213.7l174.2,167.2c4.3,4.2,11.4,4.1,15.8-0.2l30.6-29.9c4.4-4.3,4.5-11.3,0.2-15.5L264.1,131.1c-2.2-2.2-5.2-3.2-8.1-3c-3-0.1-5.9,0.9-8.1,3L35.2,335.3c-4.3,4.2-4.2,11.2,0.2,15.5L66,380.7c4.4,4.3,11.5,4.4,15.8,0.2L256,213.7z"/></svg><svg aria-hidden="true" viewBox="0 0 512 512" xmlns="http://www.w3.org/2000/svg" class="svg-icon-15px zpaccord-svg-icon-4"><path d="M417.4,224H94.6C77.7,224,64,238.3,64,256c0,17.7,13.7,32,30.6,32h322.8c16.9,0,30.6-14.3,30.6-32 C448,238.3,434.3,224,417.4,224z"></path></svg></span></div>
<div data-element-id="elm_7WPUA76Rf7R-AQ46TrhWXg" id="zpaccord-panel-elm_7WPUA76Rf7R-AQ46TrhWXg" data-element-type="accordioncontainer" class="zpelement zpaccordion-content " style="margin-top:0;" role="region" aria-labelledby="zpaccord-hdr-elm_7WPUA76Rf7R-AQ46TrhWXg"><div class="zpaccordion-element-container"><div data-element-id="elm_hlN4QTtAM9L7rb9dhmhRAg" data-element-type="row" class="zprow zprow-container zpalign-items-flex-start zpjustify-content-flex-start zpdefault-section zpdefault-section-bg " data-equal-column=""><style type="text/css"></style><div data-element-id="elm_KhpTwlucAtYx8Solb94wMA" data-element-type="column" class="zpelem-col zpcol-12 zpcol-md-12 zpcol-sm-12 zpalign-self- zpdefault-section zpdefault-section-bg "><style type="text/css"></style><div data-element-id="elm_6Hb18znNsxNAewbt9H-UHA" data-element-type="text" class="zpelement zpelem-text "><style></style><div class="zptext zptext-align-left " data-editor="true"><div style="color:inherit;"><div>The aims of industrial automation described in the article are to enable remote monitoring and control of machinery, offer sensitive information regarding maintenance, eliminate mistakes caused by human interaction, and boost production.</div></div></div>
</div></div></div></div></div></div></div></div></div></div></div></div> ]]></content:encoded><pubDate>Mon, 07 Oct 2024 08:34:22 +0000</pubDate></item></channel></rss>